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      "region": "国际（团队跨国）",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "很多",
        "材料": "很多",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "AI×Science论文、工具与公司解读",
      "home_url": "https://decodingscience.substack.com/",
      "collect_url": "https://decodingscience.substack.com/feed",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次20条；最新2026-07-03；最近不同发布日期中位间隔14.5天（样本，非承诺）",
      "official_frequency": "双周（About）；近期实际滞后",
      "evidence_url": "https://decodingscience.substack.com/about",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
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      "source_id": "S002",
      "name": "Decoding Bio / BioByte",
      "nature": "商业专业通讯/媒体",
      "region": "美国",
      "language": "英文",
      "priority": "P0",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "AI生物学、论文与融资周报",
      "home_url": "https://www.decodingbio.com/",
      "collect_url": "https://decodingbio.substack.com/feed",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次20条；最新2026-09-10；最近不同发布日期中位间隔7天（样本，非承诺）",
      "official_frequency": "每周；有假期空档",
      "evidence_url": "https://decodingbio.substack.com/p/decoding-bio-is-joining-arkaea-media",
      "evidence_note": "AI生物学、论文与融资周报；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S003",
      "name": "Latent Space—AI for Science",
      "nature": "专业播客/博客",
      "region": "美国",
      "language": "英文",
      "priority": "P2",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学AI访谈；仅该专栏",
      "home_url": "https://www.latent.space/s/cience",
      "collect_url": "https://www.latent.space/feed?sectionId=335089",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次1条；最新2026-02-10；日期点不足，节奏未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.latent.space/s/cience",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S004",
      "name": "AI4S.Blog",
      "nature": "AI协作专业独立出版",
      "region": "中文内容/驻地未确认",
      "language": "中文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "中",
        "政策": "中"
      },
      "focus": "中文AI4S技术与产业分析；新源需持续观察",
      "home_url": "https://ai4s.blog/",
      "collect_url": "https://ai4s.blog/rss.xml",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "RSS20条，8/19–8/31集中发布；新源节奏未建立",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai4s.blog/articles/ren-feng-ai-drug-clinical-loop/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S005",
      "name": "Juan Li · AI4Science",
      "nature": "自动聚合/AI双语简报",
      "region": "国际/未确认驻地",
      "language": "中英",
      "priority": "P1",
      "role": "自动聚合线索",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "双语AI4S跟踪；生态与地理研究视角",
      "home_url": "https://juanli.me/ai4science/en/",
      "collect_url": "https://juanli.me/ai4science/feed/daily.zh.xml",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次20条；最新2026-09-15；最近不同发布日期中位间隔1天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://juanli.me/ai4science/zh/about/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S006",
      "name": "AI4Science.co",
      "nature": "论文聚合RSS/工具导航",
      "region": "国际/未确认驻地",
      "language": "英文",
      "priority": "P1",
      "role": "自动聚合线索",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI科学发现工具与通讯；新源需核原文",
      "home_url": "https://ai4science.co/",
      "collect_url": "https://ai4science.co/rss.xml",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "RSS40条含同批聚合时间；论文发表频率未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai4science.co/rss.xml",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S007",
      "name": "Kiin Bio Weekly",
      "nature": "企业关联专业通讯",
      "region": "国际/未确认驻地",
      "language": "英文",
      "priority": "P0",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI生命科学工具、数据和药物设计",
      "home_url": "https://newsletter.kiin.bio/",
      "collect_url": "https://newsletter.kiin.bio/feed",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次20条；最新2026-09-10；最近不同发布日期中位间隔5天（样本，非承诺）",
      "official_frequency": "每周",
      "evidence_url": "https://newsletter.kiin.bio/about",
      "evidence_note": "AI生命科学工具、数据和药物设计；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S008",
      "name": "Eigenius",
      "nature": "专业通讯/社区",
      "region": "国际/未确认驻地",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "神经符号、形式化验证与AI科学；新源观察",
      "home_url": "https://eigenius.online/",
      "collect_url": "https://eigenius.online/rss.xml",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次9条；最新2026-09-02；最近不同发布日期中位间隔2.5天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://eigenius.online/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S009",
      "name": "AI4SD Network",
      "nature": "专业研究网络",
      "region": "英国",
      "language": "英文",
      "priority": "P2",
      "role": "低频资料/社区导航",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "很多",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI科学发现网络通讯；检查活动是否持续",
      "home_url": "https://www.ai4science.network/news/newsletters/",
      "collect_url": "https://www.ai4science.network/news/newsletters/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "历史通讯最新可见2023-05-04；持续更新未证实",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.ai4science.network/ai3sd-online-seminar-series/ai4proteins-seminar-series-2021/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S010",
      "name": "Digital Discovery Blog",
      "nature": "专业期刊博客",
      "region": "英国",
      "language": "英文",
      "priority": "P0",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "很多",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "机器学习化学、自动实验与期刊动态",
      "home_url": "https://blogs.rsc.org/dd/",
      "collect_url": "https://blogs.rsc.org/dd/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次10条；最新2026-08-04；最近不同发布日期中位间隔16天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://doi.org/10.1039/d5dd00222b",
      "evidence_note": "机器学习化学、自动实验与期刊动态；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S011",
      "name": "Machine Learning: Science and Technology",
      "nature": "专业期刊",
      "region": "英国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "中",
        "物理": "很多",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学机器学习论文与特刊",
      "home_url": "https://iopscience.iop.org/journal/2632-2153",
      "collect_url": "https://iopscience.iop.org/journal/2632-2153",
      "method": "browser_manual",
      "access_status": "复核受限/不稳定；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://iopscience.iop.org/article/10.1088/2632-2153/aea1da",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S012",
      "name": "AI for Science101",
      "nature": "专业教程/社区",
      "region": "国际",
      "language": "英文",
      "priority": "P2",
      "role": "低频资料/社区导航",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "很多",
        "材料": "很多",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "跨学科教程；背景学习而非新闻",
      "home_url": "https://ai4science101.github.io/",
      "collect_url": "https://ai4science101.github.io/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai4science101.github.io/blogs/ai_for_science_science/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S013",
      "name": "DeepModeling",
      "nature": "专业开源社区",
      "region": "中国/国际",
      "language": "中英",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "很多",
        "材料": "很多",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "分子模拟、原子势与开源科学软件",
      "home_url": "https://deepmodeling.com/",
      "collect_url": "https://deepmodeling.com/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://deepmodeling.com/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S014",
      "name": "集智俱乐部",
      "nature": "专业社区/自媒体",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "复杂系统与AI+Science；排除纯Science for AI",
      "home_url": "https://swarma.org/",
      "collect_url": "https://swarma.org/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://pattern.swarma.org/study_group/89",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S015",
      "name": "ScienceAI（机器之心）",
      "nature": "专业编辑品牌/媒体频道",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "中",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "共享栏目内按作者ScienceAI过滤；不采整站通用AI",
      "home_url": "https://pro.jiqizhixin.com/industry",
      "collect_url": "https://pro.jiqizhixin.com/industry",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://pro.jiqizhixin.com/industry",
      "evidence_note": "Pro产业页搜索可见ScienceAI作者9/12、9/11条目；未证实无人值守获取",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S016",
      "name": "Bohrium Blog",
      "nature": "企业专业内容平台",
      "region": "中国",
      "language": "英文",
      "priority": "P2",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI科研产品与方法；排除作文/参考文献/通用教程",
      "home_url": "https://www.bohrium.com/en/blog/",
      "collect_url": "https://www.bohrium.com/en/blog/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.bohrium.com/en/blog/ai-tools-for-biology/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S017",
      "name": "北京科学智能研究院 AISI",
      "nature": "专业科研机构",
      "region": "中国",
      "language": "中英",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "很多",
        "材料": "很多",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "科学智能研究与产业生态",
      "home_url": "https://www.aisi.ac.cn/?page_id=17228961",
      "collect_url": "https://www.aisi.ac.cn/?page_id=17228961",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.aisi.ac.cn/?page_id=17228961",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S018",
      "name": "上海科学智能研究院 SAIS",
      "nature": "专业科研机构",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "很多",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "很多",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "垂直科学大模型与转化；官网可见新闻可能滞后",
      "home_url": "https://www.sais.com.cn/",
      "collect_url": "https://www.sais.com.cn/",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.sais.com.cn/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S019",
      "name": "上海人工智能实验室",
      "nature": "科研机构",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "很多",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "科学基座模型、气象、智能科学家；强过滤",
      "home_url": "https://www.shlab.org.cn/info",
      "collect_url": "https://www.shlab.org.cn/info",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.shlab.org.cn/news/5444289",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S021",
      "name": "Microsoft Research AI for Science",
      "nature": "企业研究机构",
      "region": "美国/英国/荷兰",
      "language": "英文",
      "priority": "P0",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "很多",
        "材料": "很多",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "分子、材料模拟与科学模型",
      "home_url": "https://www.microsoft.com/en-us/research/lab/microsoft-research-ai-for-science/",
      "collect_url": "https://www.microsoft.com/en-us/research/lab/microsoft-research-ai-for-science/",
      "method": "browser_manual",
      "access_status": "复核受限/不稳定；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.microsoft.com/en-us/research/blog/breaking-bonds-breaking-ground-advancing-the-accuracy-of-computational-chemistry-with-deep-learning/",
      "evidence_note": "分子、材料模拟与科学模型；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S022",
      "name": "Google DeepMind Blog",
      "nature": "企业研发博客",
      "region": "英国/美国",
      "language": "英文",
      "priority": "P0",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AlphaFold、天气、数学与科学发现；强过滤",
      "home_url": "https://deepmind.google/blog/",
      "collect_url": "https://deepmind.google/blog/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "列表可见2026年9月、8月、7月（月份精度）；全Blog，非科学子集频率",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://deepmind.google/science/alphafold/",
      "evidence_note": "当前Science类有基因组及天气模型条目；同时大量通用模型发布，严格科学对象筛选",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S023",
      "name": "IBM Research Science",
      "nature": "企业研发博客",
      "region": "美国/瑞士",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "很多",
        "材料": "很多",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学发现、化学、量子与模型；强过滤",
      "home_url": "https://research.ibm.com/blog",
      "collect_url": "https://research.ibm.com/rss",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次20条；最新2026-09-10；最近不同发布日期中位间隔2天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://research.ibm.com/blog/foundation-models-for-materials",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S024",
      "name": "NVIDIA Technical Blog",
      "nature": "企业研发博客",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "BioNeMo、Earth-2、PhysicsNeMo；按产品与科学对象筛选",
      "home_url": "https://developer.nvidia.com/blog/",
      "collect_url": "https://developer.nvidia.com/blog/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://developer.nvidia.com/blog/how-ai-coding-agents-can-unlock-materials-simulation-with-nvidia-alchemi-toolkit/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S025",
      "name": "Anthropic Science",
      "nature": "企业科学博客",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "科学能力、科研实践及评估",
      "home_url": "https://www.anthropic.com/science",
      "collect_url": "https://www.anthropic.com/science",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "栏目可见日期：2026-09-04、2026-08-18、2026-08-10；不定期，含非AI4S条目",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.anthropic.com/research/vibe-physics",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S026",
      "name": "Sakana AI Blog",
      "nature": "企业研发博客",
      "region": "日本",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI Scientist与自动研究；仅有科学验证的条目",
      "home_url": "https://sakana.ai/blog/",
      "collect_url": "https://sakana.ai/feed.xml",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次10条；最新2026-09-12；最近不同发布日期中位间隔3天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://sakana.ai/digital-ecosystem/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S027",
      "name": "Isomorphic Labs",
      "nature": "AI药研企业",
      "region": "英国",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "很多",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "AI药物研发、合作和公司发布",
      "home_url": "https://www.isomorphiclabs.com/news",
      "collect_url": "https://www.isomorphiclabs.com/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.isomorphiclabs.com/articles/the-isomorphic-labs-drug-design-engine-unlocks-a-new-frontier",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S028",
      "name": "Recursion",
      "nature": "AI药研企业",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "药物发现、合作、临床与财务公告",
      "home_url": "https://www.recursion.com/news",
      "collect_url": "https://www.recursion.com/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ir.recursion.com/news-releases/news-release-details/recursion-reports-fourth-quarter-and-full-year-2025-financial",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S029",
      "name": "Insilico Medicine",
      "nature": "AI药研企业",
      "region": "中国/美国",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "很多",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "AI药物管线与融资；发布为公司口径",
      "home_url": "https://insilico.com/news",
      "collect_url": "https://insilico.com/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://insilico.com/news/ab20uoke81-acs-central-science-researchers-from-ins",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S030",
      "name": "XtalPi 晶泰科技",
      "nature": "科学智能企业",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "很多",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "机器人实验、AI药物与材料研发",
      "home_url": "https://www.xtalpi.com/news/",
      "collect_url": "https://www.xtalpi.com/category/news/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次10条；最新2026-09-10；最近不同发布日期中位间隔2.5天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.xtalpi.com/technology/#quantum",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S032",
      "name": "Chai Discovery",
      "nature": "AI生物企业",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "分子基础模型与蛋白设计",
      "home_url": "https://www.chaidiscovery.com/news",
      "collect_url": "https://www.chaidiscovery.com/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.businesswire.com/news/home/20261009951102/en/",
      "evidence_note": "10/9公司声明：GSK内部湿实验在全部受测靶点找到Chai零样本设计的结合分子；靶点数与设计分母未披露。Business Wire正文由KTTC/MarketMinute镜像读到，原站超时。",
      "checked_at": "2026-10-10"
    },
    {
      "source_id": "S033",
      "name": "Lila Sciences",
      "nature": "科学智能企业",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "很多",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "自主实验与科学发现平台",
      "home_url": "https://www.lila.ai/news",
      "collect_url": "https://www.lila.ai/news",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.lila.ai/news/whats-a-science-startup-doing-with-an-open-endedness-team",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S035",
      "name": "Orbital Industries（原Orbital Materials）",
      "nature": "AI材料企业",
      "region": "英国/美国",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "很多",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "很多",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "材料基础模型与工业转化",
      "home_url": "https://www.orbitalindustries.com/news",
      "collect_url": "https://www.orbitalindustries.com/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.orbitalindustries.com/news/press/basf-ecms-ai-materials-discovery-platform",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S036",
      "name": "Aionics",
      "nature": "AI材料企业",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "很多",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "很多",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "电池电解液、AI配方和产业合作",
      "home_url": "https://aionics.io/news/",
      "collect_url": "https://aionics.io/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次10条；最新2025-01-09；最近不同发布日期中位间隔52天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://aionics.io/blog/lithium-ion-batteries-are-moving-from-ground-to-sky-that-changes-everything/",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S037",
      "name": "DP Technology 深势",
      "nature": "科学智能企业",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "很多",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "公司研究及产业新闻；与Bohrium产品博客区分",
      "home_url": "https://www.dp.tech/publish",
      "collect_url": "https://www.dp.tech/publish",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://mp.weixin.qq.com/s?__biz=MzI4MzQzNDAxNQ==&mid=2247506769&idx=1&sn=06c4465ee56dff74057e006b31eb448b&chksm=eb885621dcffdf3789432400a62a54aeb58a817bd49ab4ee1c3b418db63732ef7ed307ae817b&token=182312949&lang=zh_CN#rd",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S038",
      "name": "Schmidt Sciences",
      "nature": "科学资助机构",
      "region": "美国/国际",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "很多"
      },
      "focus": "AI in Science、资助项目和全球网络",
      "home_url": "https://www.schmidtsciences.org/news/",
      "collect_url": "https://www.schmidtsciences.org/news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.schmidtsciences.org/glossogen/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S039",
      "name": "NSF",
      "nature": "国家资助机构",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "中",
        "物理": "中",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "很多"
      },
      "focus": "AI科研计划、研究所、资助；强过滤",
      "home_url": "https://www.nsf.gov/news",
      "collect_url": "https://www.nsf.gov/news",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.nsf.gov/news/new-nsf-state-regional-ai-infrastructure-hubs-will-power-ai",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S040",
      "name": "US DOE",
      "nature": "国家科研机构",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "中",
        "材料": "中",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "很多",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "很多"
      },
      "focus": "AI科学基础设施、国家实验室与资助",
      "home_url": "https://www.energy.gov/science/listings/science-highlights",
      "collect_url": "https://www.energy.gov/science/listings/science-highlights",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.energy.gov/science/ber/articles/hybrid-modeling-improves-predictions-how-water-moves-land-atmosphere",
      "evidence_note": "2026-09-02物理约束AI水循环预测；全Highlights包含大量非AI科学成果",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S041",
      "name": "Argonne",
      "nature": "国家实验室",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "中",
        "材料": "很多",
        "物理": "中",
        "地球气候": "未见",
        "能源": "很多",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI+超算、自主实验室与科学设施",
      "home_url": "https://www.anl.gov/science",
      "collect_url": "https://www.anl.gov/science",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.anl.gov/nexus-connect/about",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S042",
      "name": "Oak Ridge National Laboratory",
      "nature": "国家实验室",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "很多",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "很多",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI科学计算、材料和核科学",
      "home_url": "https://www.ornl.gov/news",
      "collect_url": "https://www.ornl.gov/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.ornl.gov/news/researchers-harness-ai-autonomous-discovery-and-optimization-materials",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S043",
      "name": "Lawrence Berkeley National Laboratory",
      "nature": "国家实验室",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "很多",
        "物理": "中",
        "地球气候": "中",
        "能源": "很多",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "A-Lab、材料项目与AI科研",
      "home_url": "https://newscenter.lbl.gov/",
      "collect_url": "https://newscenter.lbl.gov/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://newscenter.lbl.gov/2026/02/03/berkeley-lab-leads-effort-to-build-ai-assistant-for-energy-materials-discovery/",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S044",
      "name": "CERN",
      "nature": "国际科研组织",
      "region": "欧洲/国际",
      "language": "英文（站点另有法文）",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "粒子物理中的机器学习、数据与设施",
      "home_url": "https://home.cern/news",
      "collect_url": "https://home.cern/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次10条；最新2026-09-07；最近不同发布日期中位间隔1天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://home.cern/news/news/physics/how-can-ai-help-physicists-search-new-particles",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S045",
      "name": "EMBL",
      "nature": "国际科研组织",
      "region": "欧洲/国际",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI分子生物学与数据基础设施",
      "home_url": "https://www.embl.org/news/",
      "collect_url": "https://www.embl.org/news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.embl.org/news/tag/artificial-intelligence/",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S046",
      "name": "EMBL-EBI",
      "nature": "国际科研基础设施",
      "region": "英国/国际",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "生物数据库、AlphaFold数据与工具；区别EMBL总新闻",
      "home_url": "https://www.ebi.ac.uk/about/news/",
      "collect_url": "https://www.ebi.ac.uk/about/news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.ebi.ac.uk/about/news/tag/machine-learning",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S047",
      "name": "ECMWF",
      "nature": "国际科研组织",
      "region": "欧洲/国际",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "很多",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AIFS及机器学习天气预报",
      "home_url": "https://www.ecmwf.int/en/about/media-centre/news",
      "collect_url": "https://www.ecmwf.int/en/about/media-centre/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "栏目可见日期：2026-09-07、2026-09-04、2026-09-01；不定期，含非AI4S条目",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.ecmwf.int/en/about/media-centre/stories/high-performance-computing-ecmwf",
      "evidence_note": "AIFS及机器学习天气预报；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S048",
      "name": "ESA Φ-lab",
      "nature": "国际科研组织",
      "region": "欧洲/国际",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "很多",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI地球观测与科研转化",
      "home_url": "https://philab.esa.int/news/",
      "collect_url": "https://philab.esa.int/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次10条；最新2026-08-31；最近不同发布日期中位间隔11.5天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://philab.esa.int/news/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S049",
      "name": "UNESCO AI",
      "nature": "国际组织",
      "region": "全球",
      "language": "中英及多语",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "未见",
        "商业": "未见",
        "金融": "未见",
        "政策": "很多"
      },
      "focus": "科学治理与开放科学；只保留直接科研关联",
      "home_url": "https://www.unesco.org/en/artificial-intelligence",
      "collect_url": "https://www.unesco.org/en/artificial-intelligence",
      "method": "browser_manual",
      "access_status": "复核受限/不稳定；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.unesco.org/en/disaster-risk-reduction/ews",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S050",
      "name": "OECD AI Policy Observatory",
      "nature": "国际组织/政策博客",
      "region": "全球",
      "language": "英文",
      "priority": "P2",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "中",
        "金融": "未见",
        "政策": "很多"
      },
      "focus": "AI科研政策和创新体系；强过滤",
      "home_url": "https://oecd.ai/en/wonk",
      "collect_url": "https://oecd.ai/en/wonk",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://oecd.ai/en/wonk/how-quantum-technologies-could-open-new-frontiers-for-ai",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S051",
      "name": "European Commission Research AI",
      "nature": "区域政策机构",
      "region": "欧盟",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "很多"
      },
      "focus": "欧洲AI in Science战略与资助",
      "home_url": "https://research-and-innovation.ec.europa.eu/research-area/industrial-research-and-innovation/artificial-intelligence-ai-science_en",
      "collect_url": "https://research-and-innovation.ec.europa.eu/research-area/industrial-research-and-innovation/artificial-intelligence-ai-science_en",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://research-and-innovation.ec.europa.eu/knowledge-publications-tools-and-data/publications/all-publications/trends-use-ai-science_en",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S052",
      "name": "CORDIS",
      "nature": "欧盟科研项目平台",
      "region": "欧盟",
      "language": "英文及欧洲多语",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "很多"
      },
      "focus": "欧盟科学AI项目、成果和资金",
      "home_url": "https://cordis.europa.eu/search?q=AI%20for%20science",
      "collect_url": "https://cordis.europa.eu/search?q=AI%20for%20science",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://cordis.europa.eu/search?q=AI%20for%20science",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S053",
      "name": "UKRI",
      "nature": "国家资助机构",
      "region": "英国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "很多"
      },
      "focus": "AI科研中心与资助；强过滤",
      "home_url": "https://www.ukri.org/news/",
      "collect_url": "https://www.ukri.org/news/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次20条；最新2026-09-14；最近不同发布日期中位间隔2.5天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.ukri.org/news/ukri-ai-strategy-makes-bold-choices-where-uk-can-lead-the-world/",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S054",
      "name": "The Alan Turing Institute",
      "nature": "国家科研机构",
      "region": "英国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI for Science and Government与科学计算",
      "home_url": "https://www.turing.ac.uk/news",
      "collect_url": "https://www.turing.ac.uk/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.turing.ac.uk/news/publications/tackling-climate-change-data-science-and-ai",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S055",
      "name": "Helmholtz AI",
      "nature": "科研联盟/专业平台",
      "region": "德国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "中",
        "物理": "未见",
        "地球气候": "很多",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "德国科学AI项目和方法",
      "home_url": "https://www.helmholtz.ai/latest/news/",
      "collect_url": "https://www.helmholtz.ai/latest/news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.helmholtz.ai/latest/helmholtz-ai-conference/helmholtz-ai-conference-2025-connecting-people-accelerating-science/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S056",
      "name": "ELLIS",
      "nature": "欧洲AI研究网络",
      "region": "欧洲/国际",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "ML科学应用与跨国研究网络；过滤纯AI理论",
      "home_url": "https://ellis.eu/news",
      "collect_url": "https://ellis.eu/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ellis.eu/news/embl-and-ellis-deepen-relationship-to-drive-ai-in-european-life-science-research-training-and-technology",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S057",
      "name": "RIKEN AIP",
      "nature": "国家科研机构",
      "region": "日本",
      "language": "英文/日文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "科学机器学习、因果与应用",
      "home_url": "https://aip.riken.jp/news/",
      "collect_url": "https://aip.riken.jp/news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://aip.riken.jp/news/202608scjpubliclecture/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S058",
      "name": "RIKEN Science News",
      "nature": "国家科研机构",
      "region": "日本",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "很多",
        "材料": "中",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学研究新闻；按AI方法强过滤",
      "home_url": "https://www.riken.jp/en/news_pubs/research_news/",
      "collect_url": "https://www.riken.jp/en/news_pubs/research_news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.riken.jp/en/news_pubs/research_news/closeup/2026/20260722_1/index.html",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S059",
      "name": "CSIRO",
      "nature": "国家科研机构",
      "region": "澳大利亚",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "中",
        "物理": "未见",
        "地球气候": "很多",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "科学AI、能源与环境产业研究",
      "home_url": "https://www.csiro.au/en/news",
      "collect_url": "https://www.csiro.au/en/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.csiro.au/en/news/All/Articles/2023/September/artificial-intelligence-counts-science",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S060",
      "name": "AI Singapore",
      "nature": "国家AI项目",
      "region": "新加坡",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "科学AI计划与研究；强过滤",
      "home_url": "https://aisingapore.org/news/",
      "collect_url": "https://aisingapore.org/news/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次10条；最新2026-07-09；最近不同发布日期中位间隔90天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://aisingapore.org/wp-content/uploads/2024/01/v10-AISG-Research-Admin-Guidelines-clean.pdf",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S061",
      "name": "Mila",
      "nature": "科研机构",
      "region": "加拿大",
      "language": "英文/法文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI生物、气候和科学方法",
      "home_url": "https://mila.quebec/en/news",
      "collect_url": "https://mila.quebec/en/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://mila.quebec/en/news/tandemai-and-mila-announce-research-partnership-to-advance-ai-driven-drug-discovery-and-world",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S062",
      "name": "Vector Institute",
      "nature": "科研机构",
      "region": "加拿大",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI科学研究与产业应用",
      "home_url": "https://vectorinstitute.ai/insights/",
      "collect_url": "https://vectorinstitute.ai/insights/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://vectorinstitute.ai/foundation-models-science-workshop-recap/",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S063",
      "name": "AIMS AI for Science",
      "nature": "专业科研教育平台",
      "region": "南非/非洲",
      "language": "英文",
      "priority": "P2",
      "role": "低频资料/社区导航",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "非洲AI4Science研究培养与活动",
      "home_url": "https://ai.aims.ac.za/",
      "collect_url": "https://ai.aims.ac.za/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai.aims.ac.za/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S064",
      "name": "IISc AI",
      "nature": "大学研究中心",
      "region": "印度",
      "language": "英文",
      "priority": "P2",
      "role": "低频资料/社区导航",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "印度科学AI交叉研究；需过滤课程与招生",
      "home_url": "https://ai.iisc.ac.in/",
      "collect_url": "https://ai.iisc.ac.in/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai.iisc.ac.in/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S065",
      "name": "KAUST AI",
      "nature": "大学研究中心",
      "region": "沙特阿拉伯",
      "language": "英文",
      "priority": "P2",
      "role": "低频资料/社区导航",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "中",
        "能源": "中",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学AI、计算与研究成果",
      "home_url": "https://cemse.kaust.edu.sa/ai",
      "collect_url": "https://cemse.kaust.edu.sa/ai",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.kaust.edu.sa/en/news/kaust-center-of-excellence-for-generative-ai",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S066",
      "name": "Weizmann Institute Science News",
      "nature": "科研机构媒体",
      "region": "以色列",
      "language": "英文",
      "priority": "P2",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI参与科学发现；强过滤",
      "home_url": "https://wis-wander.weizmann.ac.il/",
      "collect_url": "https://wis-wander.weizmann.ac.il/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://wis-wander.weizmann.ac.il/people-and-events/senior-delegation-weizmann-institute-science-visits-mbzuai-campus-abu-dhabi",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S067",
      "name": "ML4Science JSI",
      "nature": "专业科研联盟",
      "region": "斯洛文尼亚",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "可解释AI、科学发现与国家研究网络",
      "home_url": "https://ai4science.ijs.si/",
      "collect_url": "https://ai4science.ijs.si/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai4science.ijs.si/news/da34ff05-90b2-49c7-9e6a-556f921d4391",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S068",
      "name": "Climate Change AI",
      "nature": "专业非营利社区",
      "region": "国际",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "很多",
        "能源": "很多",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "机器学习气候应用、论文与活动",
      "home_url": "https://www.climatechange.ai/blog",
      "collect_url": "https://www.climatechange.ai/blog/feed.xml",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次40条；最新2026-08-21；最近不同发布日期中位间隔61.5天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.climatechange.ai/",
      "evidence_note": "机器学习气候应用、论文与活动；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S069",
      "name": "Climate Informatics",
      "nature": "专业科研社区",
      "region": "国际",
      "language": "英文",
      "priority": "P2",
      "role": "低频资料/社区导航",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "很多",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "气候机器学习会议、社区与研究",
      "home_url": "https://www.climateinformatics.org/",
      "collect_url": "https://www.climateinformatics.org/feed.xml",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "RSS仅2条2021-03-19欢迎/留言板；不是活跃科学进展流",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.climateinformatics.org/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S070",
      "name": "Machine Learning for Science ML4Sci",
      "nature": "专业科研社区",
      "region": "国际",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "高能物理、天文与开源科学ML",
      "home_url": "https://ml4sci.org/",
      "collect_url": "https://ml4sci.org/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ml4sci.org/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S072",
      "name": "SciML Blog",
      "nature": "专业开源社区",
      "region": "国际",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "微分方程、科学ML和Julia工具发布",
      "home_url": "https://sciml.ai/news/",
      "collect_url": "https://sciml.ai/news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "可见2026-07-29、07-28、07-27；成簇不定期",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://sciml.ai/news/",
      "evidence_note": "微分方程、科学ML和Julia工具发布；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S073",
      "name": "AI for Science Community",
      "nature": "专业会议/社区",
      "region": "国际",
      "language": "英文",
      "priority": "P2",
      "role": "低频资料/社区导航",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI4Science活动与讨论；非日更新闻",
      "home_url": "https://ai4.science/",
      "collect_url": "https://ai4.science/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai4.science/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S074",
      "name": "arXiv",
      "nature": "论文预印本",
      "region": "全球",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "很多",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "跨类RSS初筛；需双条件过滤，非全量学科收录",
      "home_url": "https://rss.arxiv.org/rss/cs.LG+cs.AI+q-bio+physics+cond-mat+math.NA",
      "collect_url": "https://rss.arxiv.org/rss/cs.LG+cs.AI+q-bio+physics+cond-mat+math.NA",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次1575条；最新2026-09-15；日期点不足，节奏未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://rss.arxiv.org/rss/cs.LG+cs.AI+q-bio+physics+cond-mat+math.NA",
      "evidence_note": "跨类RSS初筛；需双条件过滤，非全量学科收录；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S075",
      "name": "Europe PMC",
      "nature": "论文数据库/API",
      "region": "全球",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "生命科学论文与预印本；可查询日期与游标",
      "home_url": "https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=%28%22machine%20learning%22%20OR%20%22artificial%20intelligence%22%29%20AND%20%28%22drug%20discovery%22%20OR%20%22protein%20design%22%20OR%20%22single%20cell%22%29&format=json&pageSize=25&sort_date=y",
      "collect_url": "https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=%28%22machine%20learning%22%20OR%20%22artificial%20intelligence%22%29%20AND%20%28%22drug%20discovery%22%20OR%20%22protein%20design%22%20OR%20%22single%20cell%22%29&format=json&pageSize=25",
      "method": "europepmc_api",
      "access_status": "已实测结构化读取",
      "observed_frequency": "原25条为相关性排序样本，不能估计更新间隔；增量按首次入库日游标全翻",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=%28%22machine%20learning%22%20OR%20%22artificial%20intelligence%22%29%20AND%20%28%22drug%20discovery%22%20OR%20%22protein%20design%22%20OR%20%22single%20cell%22%29&format=json&pageSize=25&sort_date=y",
      "evidence_note": "生命科学论文与预印本；可查询日期与游标；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S076",
      "name": "Nature Machine Intelligence",
      "nature": "专业期刊",
      "region": "英国/全球",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "机器智能期刊；需科学对象过滤",
      "home_url": "https://www.nature.com/natmachintell.rss",
      "collect_url": "https://www.nature.com/natmachintell.rss",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次8条；最新2026-09-14；最近不同发布日期中位间隔4天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.nature.com/natmachintell.rss",
      "evidence_note": "机器智能期刊；需科学对象过滤；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S077",
      "name": "Nature Computational Science",
      "nature": "专业期刊",
      "region": "英国/全球",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "计算科学方法、AI模拟与工具",
      "home_url": "https://www.nature.com/natcomputsci.rss",
      "collect_url": "https://www.nature.com/natcomputsci.rss",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次8条；最新2026-09-10；最近不同发布日期中位间隔2天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.nature.com/natcomputsci.rss",
      "evidence_note": "计算科学方法、AI模拟与工具；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S078",
      "name": "Nature—Machine Learning专题",
      "nature": "学术出版专题",
      "region": "英国/全球",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "中",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "跨Nature期刊机器学习专题；原始论文核验",
      "home_url": "https://www.nature.com/subjects/machine-learning",
      "collect_url": "https://www.nature.com/subjects/machine-learning",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.nature.com/articles/d41586-026-02882-x",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S079",
      "name": "Science News",
      "nature": "科学媒体",
      "region": "美国/全球",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "很多",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "科研突破与科学政策；AI+学科双过滤",
      "home_url": "https://www.science.org/news",
      "collect_url": "https://www.science.org/news",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.science.org/news",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S080",
      "name": "C&EN",
      "nature": "专业学科媒体",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "很多",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "中",
        "政策": "中"
      },
      "focus": "AI化学、初创公司与行业；部分订阅限制",
      "home_url": "https://cen.acs.org/",
      "collect_url": "https://cen.acs.org/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://cen.acs.org/pharmaceuticals/drug-discovery/pharma-learns-share-ai-demands-more-data/104/web/2026/07",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S081",
      "name": "Chemistry World",
      "nature": "专业学科媒体",
      "region": "英国",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "很多",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "中",
        "政策": "中"
      },
      "focus": "AI化学研究及产业；强过滤",
      "home_url": "https://www.chemistryworld.com/",
      "collect_url": "https://www.chemistryworld.com/",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.chemistryworld.com/features/how-ai-is-transforming-the-world-of-analytical-chemistry/4023861.article",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S082",
      "name": "Physics World",
      "nature": "专业学科媒体",
      "region": "英国",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "中",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI物理、科学计算与研究仪器",
      "home_url": "https://physicsworld.com/c/mathematics-computation/artificial-intelligence/",
      "collect_url": "https://physicsworld.com/c/mathematics-computation/artificial-intelligence/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://physicsworld.com/c/mathematics-computation/artificial-intelligence/",
      "evidence_note": "已改真实Artificial Intelligence分类并重新GET；仍排除纯职业/泛AI",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S083",
      "name": "BiopharmaTrend",
      "nature": "商业专业产业媒体/研究平台",
      "region": "西班牙/国际",
      "language": "英文",
      "priority": "P0",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "AI药物发现公司、研究与投融资",
      "home_url": "https://www.biopharmatrend.com/",
      "collect_url": "https://www.biopharmatrend.com/rss/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "RSS10条无条目发布日期；日常/周更仅为官方自述",
      "official_frequency": "日常新闻＋每周深读",
      "evidence_url": "https://www.biopharmatrend.com/business-intelligence/what-the-new-ai-model-releases-by-anthropic-and-openai-change-for-life-sciences/",
      "evidence_note": "AI药物发现公司、研究与投融资；结构化样本或官网栏目可验证，具体条目需内容过滤",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S084",
      "name": "Fierce Biotech",
      "nature": "专业产业媒体",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "AI药研融资、交易和临床；强过滤",
      "home_url": "https://www.fiercebiotech.com/",
      "collect_url": "https://www.fiercebiotech.com/",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.fiercebiotech.com/biotech/incyte-pays-genesis-80m-expand-ai-fueled-drug-discovery-pact",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S085",
      "name": "Endpoints News（全站RSS；AI药研强过滤）",
      "nature": "专业产业媒体",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "生物医药交易、AI药企；部分付费",
      "home_url": "https://endpoints.news/",
      "collect_url": "https://endpoints.news/feed/",
      "method": "rss_atom",
      "access_status": "RSS实测可读；独立复核曾403/不稳定",
      "observed_frequency": "本次24条；最新2026-09-14；最近不同发布日期中位间隔1天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://endpoints.news/topic-hub/ai-drug-discovery-news-analysis-and-interviews/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S086",
      "name": "Labiotech",
      "nature": "专业产业媒体",
      "region": "欧洲",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "欧洲生物技术与AI药研融资；强过滤",
      "home_url": "https://www.labiotech.eu/",
      "collect_url": "https://www.labiotech.eu/",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.labiotech.eu/in-depth/ai-biotech-investors/",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S087",
      "name": "STAT（全站RSS；AI生物医药强过滤）",
      "nature": "专业产业媒体",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "很多",
        "金融": "很多",
        "政策": "中"
      },
      "focus": "AI药研商业与临床；部分付费",
      "home_url": "https://www.statnews.com/category/biotech/",
      "collect_url": "https://www.statnews.com/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次20条；最新2026-09-14；最近不同发布日期中位间隔1天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.statnews.com/2026/09/03/biotech-news-seattle-scientists-launch-95-million-ai-biology-effort/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S088",
      "name": "SynBioBeta",
      "nature": "专业产业社区/媒体",
      "region": "美国/国际",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "AI合成生物、自动实验与融资",
      "home_url": "https://www.synbiobeta.com/",
      "collect_url": "https://www.synbiobeta.com/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.synbiobeta.com/read/owkin-partners-with-boehringer-ingelheim-to-accelerate-drug-discovery-with-ai",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S090",
      "name": "36氪",
      "nature": "科技商业媒体",
      "region": "中国",
      "language": "中文",
      "priority": "P2",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "中国AI4S创业融资；AI4S关键词强过滤",
      "home_url": "https://36kr.com/",
      "collect_url": "https://36kr.com/",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://eu.36kr.com/zh/p/3664481484333700",
      "evidence_note": "2026-02-02深度智耀融资报道；证明科学研发投融资覆盖，不能证明全站高纯度",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S091",
      "name": "动脉网",
      "nature": "专业产业媒体",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "很多",
        "金融": "很多",
        "政策": "未见"
      },
      "focus": "AI药物研发与生物科技投资",
      "home_url": "https://www.vbdata.cn/",
      "collect_url": "https://www.vbdata.cn/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.vbdata.cn/comp/79a8fb13c0da4c18d6d905c491abe8ff",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S093",
      "name": "量子位",
      "nature": "科技媒体/自媒体",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "科学AI突破与创业；强过滤",
      "home_url": "https://www.qbitai.com/",
      "collect_url": "https://www.qbitai.com/feed",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次RSS解析10条，最新2026-09-22；相关性逐项过滤",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.qbitai.com/2026/07/452942.html",
      "evidence_note": "官方/源站AI4S文章或主题，详见研究检索记录；本轮RSS可解析，旧证据正文重读超时；源站首页可见虚拟细胞报告等相关线索。",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S094",
      "name": "科学网",
      "nature": "科学媒体",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "很多",
        "材料": "很多",
        "物理": "很多",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "中文科研发布与人物；AI+科学对象双过滤",
      "home_url": "https://news.sciencenet.cn/",
      "collect_url": "https://news.sciencenet.cn/",
      "method": "html_agent",
      "access_status": "网络工具可读；本地GET TLS超时",
      "observed_frequency": "本次最新相关样本2026-09-22；非全量最新",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://news.sciencenet.cn/htmlnews/2026/9/571894.shtm",
      "evidence_note": "源站栏目与储氢材料AI访谈正文经网络工具读取；本地GET TLS超时，需浏览器/检索回退。",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S096",
      "name": "Discovery Engines",
      "nature": "专业通讯/访谈",
      "region": "国际/未确认驻地",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学发现访谈；近期扩大至通用AI可靠性，需双条件过滤",
      "home_url": "https://www.discoveryengines.co/",
      "collect_url": "https://www.discoveryengines.co/feed",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本次20条；最新2026-08-10；最近不同发布日期中位间隔31天（样本，非承诺）",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.discoveryengines.co/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S097",
      "name": "Duke Discovery AI Newsletter",
      "nature": "大学专业通讯",
      "region": "美国",
      "language": "英文",
      "priority": "P0",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "月度科学发现与机器学习精选；QS50以外高质量补充",
      "home_url": "https://discoveryai.duke.edu/news/discovery-ai-newsletter/",
      "collect_url": "https://discoveryai.duke.edu/news/discovery-ai-newsletter/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "2026年6月首期、7月、8月连续三期；官方月度",
      "official_frequency": "每月",
      "evidence_url": "https://discoveryai.duke.edu/news/discovery-ai-newsletter/",
      "evidence_note": "官网三期月刊档案，主题为科学发现与机器学习、生命科学基础模型",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S098",
      "name": "Biohub News（含ESM后续）",
      "nature": "非营利科研机构",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI生物、虚拟细胞；EvolutionaryScale现行ESM服务转向Biohub，旧品牌仅历史回补",
      "home_url": "https://www.biohub.org/news/",
      "collect_url": "https://www.biohub.org/news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.biohub.org/news/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S099",
      "name": "NSF IAIFI",
      "nature": "大学联合科学AI中心",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "MIT/Harvard/Tufts/Northeastern联合；AI与基础物理；归档news页较旧，以首页精选查新",
      "home_url": "https://iaifi.org/",
      "collect_url": "https://iaifi.org/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://iaifi.org/partnerships.html",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S100",
      "name": "EuCAIF",
      "nature": "欧洲专业科学AI联盟",
      "region": "欧洲/国际",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "基础物理AI社区、会议和科研合作",
      "home_url": "https://www.eucaif.org/",
      "collect_url": "https://www.eucaif.org/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.eucaif.org/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S101",
      "name": "NASA AI for Science",
      "nature": "国家科研机构专题",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "很多",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "地球与空间科学AI模型和研究项目",
      "home_url": "https://science.nasa.gov/artificial-intelligence-science/",
      "collect_url": "https://science.nasa.gov/artificial-intelligence-science/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://science.nasa.gov/science-research/artificial-intelligence-lunar-foundation-model/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S102",
      "name": "GEN Artificial Intelligence",
      "nature": "专业生命科学媒体",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "生物AI、虚拟细胞、药物研发与产业",
      "home_url": "https://www.genengnews.com/topics/artificial-intelligence/",
      "collect_url": "https://www.genengnews.com/topics/artificial-intelligence/",
      "method": "browser_manual",
      "access_status": "复核受限/不稳定；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.genengnews.com/news/smoking-accelerates-biological-age-says-ai/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S103",
      "name": "IOP AI for Science",
      "nature": "专业期刊/发行信息",
      "region": "英国",
      "language": "英文",
      "priority": "P2",
      "role": "低频资料/社区导航",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "新期刊身份已确认；当前入口为出版支持页，只作期刊导航，非已验证论文流",
      "home_url": "https://publishingsupport.iopscience.iop.org/journals/ai-for-science/",
      "collect_url": "https://publishingsupport.iopscience.iop.org/journals/ai-for-science/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://publishingsupport.iopscience.iop.org/journals/ai-for-science/about-ai-for-science/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S104",
      "name": "Massachusetts Institute of Technology 麻省理工 · 专属专题",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "中",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "跨学科科学AI",
      "home_url": "https://science.mit.edu/big-stories/science-and-ai/",
      "collect_url": "https://science.mit.edu/big-stories/science-and-ai/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://science.mit.edu/big-stories/science-and-ai/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S105",
      "name": "Imperial College London 帝国理工 · AI栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "英国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "材料、化学、医药、融资",
      "home_url": "https://www.imperial.ac.uk/news/articles/?tags=Artificial+Intelligence",
      "collect_url": "https://www.imperial.ac.uk/news/articles/?tags=Artificial+Intelligence",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.imperial.ac.uk/news/articles/engineering/materials/2026/imperial-expert-leads-science-at-2-billion-ai-materials-company-cuspai/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S106",
      "name": "University of Oxford 牛津 · 科学部门AI栏目",
      "nature": "大学中心/专题栏目",
      "region": "英国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "OpenBind、生命医药与物理计算",
      "home_url": "https://www.mpls.ox.ac.uk/latest/search?category=ai-and-data-science",
      "collect_url": "https://www.mpls.ox.ac.uk/latest/search?category=ai-and-data-science",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.mpls.ox.ac.uk/latest/search?category=ai-and-data-science",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S107",
      "name": "University of Cambridge 剑桥 · 专属中心",
      "nature": "大学中心/专题栏目",
      "region": "英国",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "Accelerate Science；新闻栏目可见更新偏稀疏",
      "home_url": "https://science.ai.cam.ac.uk/news",
      "collect_url": "https://science.ai.cam.ac.uk/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "当前news最新2025-11-27；不是全站更新节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://science.ai.cam.ac.uk/news",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S108",
      "name": "ETH Zurich 苏黎世联邦理工 · AI栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "瑞士",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学发现合作、化学与计算",
      "home_url": "https://ai.ethz.ch/news-and-events.html",
      "collect_url": "https://ai.ethz.ch/news-and-events.html",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai.ethz.ch/news-and-events.html",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S109",
      "name": "National University of Singapore 新加坡国立 · 专属栏目",
      "nature": "大学中心/专题栏目",
      "region": "新加坡",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "理学院AI for Science",
      "home_url": "https://www.science.nus.edu.sg/blog/category/research-news/ai-for-science/",
      "collect_url": "https://www.science.nus.edu.sg/blog/category/research-news/ai-for-science/",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "栏目可见日期：2026-07-23、2026-07-06、2026-06-24；不定期，含非AI4S条目",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.science.nus.edu.sg/blog/category/research-news/ai-for-science/",
      "evidence_note": "7/23材料行为、7/6植物化合物、6/24能带AI工具；浏览器/网页读取可见，未验证专属RSS",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S110",
      "name": "California Institute of Technology 加州理工 · 专属中心",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "很多",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "物理、气候、科学计算",
      "home_url": "https://ai4science.caltech.edu/news.html",
      "collect_url": "https://ai4science.caltech.edu/news.html",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "栏目可见日期：2026-08-31、2026-08-12、2026-07-22；不定期，含非AI4S条目",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai4science.caltech.edu/news.html",
      "evidence_note": "科学AI架构、能源科研资助与早期物理/气候成果；也含人物评选和通用AI，剔除非科研条目",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S111",
      "name": "University of Hong Kong 香港大学 · AI栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "中国香港",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "蛋白、RNA、癌症与材料",
      "home_url": "https://ai.hku.hk/news-events/news-and-announcements",
      "collect_url": "https://ai.hku.hk/news-events/news-and-announcements",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.ai.hku.hk/news-events/in-the-media",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S112",
      "name": "University of Chicago 芝加哥大学 · AI栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "中",
        "材料": "很多",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "电解液、粒子物理、科学计算",
      "home_url": "https://news.uchicago.edu/tag/artificial-intelligence",
      "collect_url": "https://news.uchicago.edu/tag/artificial-intelligence",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://news.uchicago.edu/tag/artificial-intelligence",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S113",
      "name": "University of Pennsylvania 宾夕法尼亚 · AI栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "基因编辑、催化与材料",
      "home_url": "https://ai.upenn.edu/news",
      "collect_url": "https://ai.upenn.edu/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai.upenn.edu/ai-science",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S114",
      "name": "Cornell University 康奈尔 · 专属中心",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "CUAISci：科学发现与自主实验",
      "home_url": "https://science.ai.cornell.edu/news/",
      "collect_url": "https://science.ai.cornell.edu/news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "栏目可见日期：2026-08-07、2026-07-27、2026-04-01；不定期，含非AI4S条目",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://science.ai.cornell.edu/news/",
      "evidence_note": "8/7电池电解液、7/27土壤碳AI、4/1电镜材料解读；有明确连续新闻列表",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S115",
      "name": "Tsinghua University 清华 · 研究院强过滤",
      "nature": "大学中心/专题栏目",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "DrugCLIP及能源科学；排除通用智能产业新闻",
      "home_url": "https://air.tsinghua.edu.cn/",
      "collect_url": "https://air.tsinghua.edu.cn/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://air.tsinghua.edu.cn/info/1007/2511.htm",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S116",
      "name": "University of California Berkeley 加州伯克利 · AI栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学发现、材料与生命科学",
      "home_url": "https://news.berkeley.edu/topics/ai/",
      "collect_url": "https://news.berkeley.edu/topics/ai/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://news.berkeley.edu/2023/11/09/how-to-use-ai-for-discovery-without-leading-science-astray/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S117",
      "name": "University of New South Wales 新南威尔士 · AI栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "澳大利亚",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "生命医学、材料；排除纯行政AI",
      "home_url": "https://www.unsw.edu.au/unsw-ai/news-events/news",
      "collect_url": "https://www.unsw.edu.au/unsw-ai/news-events/news",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.inside.unsw.edu.au/societal-impact/ai-insider-screening-tools-early-disease-detection",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S118",
      "name": "Technical University of Munich 慕尼黑工大 · 研究所强过滤",
      "nature": "大学中心/专题栏目",
      "region": "德国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "MDSI科学计算与AI；材料、医药",
      "home_url": "https://www.mdsi.tum.de/en/mdsi/latest-info/news/",
      "collect_url": "https://www.mdsi.tum.de/en/mdsi/latest-info/news/",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.mdsi.tum.de/en/mdsi/latest-info/news/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S119",
      "name": "Johns Hopkins University 约翰斯霍普金斯 · 研究所强过滤",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "中",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "材料发现、生命医学",
      "home_url": "https://ai.jhu.edu/news/",
      "collect_url": "https://ai.jhu.edu/news/",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai.jhu.edu/news/",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S120",
      "name": "Princeton University 普林斯顿 · AI栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学AI资助与基础研究",
      "home_url": "https://ai.princeton.edu/news",
      "collect_url": "https://ai.princeton.edu/news",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai.princeton.edu/news",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S121",
      "name": "University of Toronto 多伦多 · 专属中心",
      "nature": "大学中心/专题栏目",
      "region": "加拿大",
      "language": "英文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "很多",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "Acceleration Consortium自主实验与材料",
      "home_url": "https://acceleration.utoronto.ca/news",
      "collect_url": "https://acceleration.utoronto.ca/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "列表有自驱实验室/材料成果；卡片未显示日期，须打开文章，节奏未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://acceleration.utoronto.ca/news",
      "evidence_note": "可见AI金属合金、自驱实验室mRNA及材料数据集等文章，夹杂人员/项目动态",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S122",
      "name": "Fudan University 复旦 · 专属研究院",
      "nature": "大学中心/专题栏目",
      "region": "中国",
      "language": "中文",
      "priority": "P0",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "中",
        "物理": "未见",
        "地球气候": "很多",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学智能、气象与生命科学",
      "home_url": "https://ai3.fudan.edu.cn/xwdt.htm",
      "collect_url": "https://ai3.fudan.edu.cn/xwdt.htm",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "栏目可见日期：2026-07-01、2026-05-21、2026-05-04；不定期，含非AI4S条目",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai3.fudan.edu.cn/xwdt.htm",
      "evidence_note": "4/27科学代码可靠性、3/23伏羲气象；当前列表也含党建/荣誉/招聘，不纳入进展摘要",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S123",
      "name": "King's College London 伦敦国王 · AI栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "英国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI科学家、数学物理、医学",
      "home_url": "https://www.kcl.ac.uk/ai/news",
      "collect_url": "https://www.kcl.ac.uk/ai/news",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.kcl.ac.uk/news/ai-could-soon-run-science-itself-researchers-suggest",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S124",
      "name": "Northwestern University 西北大学 · 科学数据栏目强过滤",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "蛋白、云实验、SkAI天文",
      "home_url": "https://news.northwestern.edu/topics/data-science",
      "collect_url": "https://news.northwestern.edu/topics/data-science",
      "method": "html_agent",
      "access_status": "网页可读；agent提取",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://news.northwestern.edu/topics/data-science",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S125",
      "name": "University of Michigan Ann Arbor 密歇根安娜堡 · 研究所强过滤",
      "nature": "大学中心/专题栏目",
      "region": "美国",
      "language": "英文",
      "priority": "P1",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "MIDAS AI in Science；教育活动需排除",
      "home_url": "https://midas.umich.edu/news/",
      "collect_url": "https://midas.umich.edu/news/",
      "method": "browser_manual",
      "access_status": "受限/动态；浏览器或人工",
      "observed_frequency": "未知/不定期；单次入口核验不足以估计节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://ai.engin.umich.edu/stories/ai-for-science-course-bridges-disciplines",
      "evidence_note": "栏目定位及当前内容样例（定性）",
      "checked_at": "2026-09-15"
    },
    {
      "source_id": "S126",
      "name": "Deep Phenotype · insitro",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI药物发现、因果生物学与临床预测方法",
      "home_url": "https://deepphenotype.substack.com/",
      "collect_url": "https://deepphenotype.substack.com/feed",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本轮RSS解析6条，样本最新2026-08-28；不承诺更新节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://deepphenotype.substack.com/p/mapping-causal-human-biology-9e7",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S127",
      "name": "Inside Valence",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "分子生成、虚拟细胞、表型组学与药研方法",
      "home_url": "https://valencelabs.substack.com/",
      "collect_url": "https://valencelabs.substack.com/feed",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本轮RSS解析15条，样本最新2026-08-26；不承诺更新节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://valencelabs.substack.com/p/i-ran-boltz-2-100-million-times-to",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S128",
      "name": "Radical Numerics Blog",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "基因组基础模型与癌症疫苗设计研究；过滤纯硬件优化",
      "home_url": "https://www.radicalnumerics.ai/blog",
      "collect_url": "https://www.radicalnumerics.ai/blog",
      "method": "html_agent",
      "access_status": "网页已读取，需逐篇核验",
      "observed_frequency": "栏目/文章样本已核，节奏未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.radicalnumerics.ai/blog/omnii-cancer-vaccines",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S129",
      "name": "Where Tech Meets Bio",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "AI药研、科研智能体与TechBio产业观察",
      "home_url": "https://www.techlifesci.com/",
      "collect_url": "https://www.techlifesci.com/feed",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本轮RSS解析20条，样本最新2026-09-15；不承诺更新节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.techlifesci.com/p/from-biohacking-to-healthcare",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S130",
      "name": "Terence Tao · What’s new",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI辅助数学、形式化证明与科研组织；排除普通课程笔记",
      "home_url": "https://terrytao.wordpress.com/",
      "collect_url": "https://terrytao.wordpress.com/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本轮RSS解析10条，样本最新2026-09-21；不承诺更新节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://terrytao.wordpress.com/2026/08/18/palomar-a-registry-of-lean-verified-mathematics/",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S131",
      "name": "BioPharma Dive",
      "nature": "媒体资讯",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "AI药研交易、合作与生物医药产业；强过滤",
      "home_url": "https://www.biopharmadive.com/",
      "collect_url": "https://www.biopharmadive.com/feeds/news/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本轮RSS解析10条，样本最新2026-09-22；不承诺更新节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.biopharmadive.com/news/takeda-iambic-ai-drug-discovery-deal-biotech/811643/",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S132",
      "name": "OpenBind News & Announcements",
      "nature": "机构/企业原始发布与低频参考",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P2",
      "role": "项目原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "开放蛋白质-配体结构、实验数据、药物发现模型原始发布",
      "home_url": "https://openbind.uk/news/",
      "collect_url": "https://openbind.uk/news/",
      "method": "html_agent",
      "access_status": "网页已读取，需逐篇核验",
      "observed_frequency": "栏目/文章样本已核，节奏未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://openbind.uk/news/blog-openbind-0-advancing-open-molecular-structure-prediction/",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S133",
      "name": "Transfyr News",
      "nature": "机构/企业原始发布与低频参考",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P2",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "科研实验操作数据、Physical AI与实验室自动化",
      "home_url": "https://www.transfyr.ai/news",
      "collect_url": "https://www.transfyr.ai/news",
      "method": "html_agent",
      "access_status": "正文可读；栏目列表尚未验证",
      "observed_frequency": "栏目/文章样本已核，节奏未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.transfyr.ai/news/transfyr-launches-physical-ai-platform-for-science-with-usd25m-seed-funding",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S134",
      "name": "Owkin News",
      "nature": "机构/企业原始发布与低频参考",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P2",
      "role": "公司自述/技术发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "AI科学家、肿瘤多模态数据与药研合作原始公告",
      "home_url": "https://www.owkin.com/news",
      "collect_url": "https://www.owkin.com/news",
      "method": "html_agent",
      "access_status": "网页已读取，需逐篇核验",
      "observed_frequency": "栏目/文章样本已核，节奏未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.owkin.com/k-os/k-pro",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S135",
      "name": "Sri Kosuri",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "虚拟细胞与AI药物研发观点",
      "home_url": "https://srikosuri.substack.com/",
      "collect_url": "https://srikosuri.substack.com/feed",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "本轮RSS解析2条，样本最新2026-09-15；不承诺更新节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://srikosuri.substack.com/p/frontier-drugs",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S136",
      "name": "新华科技（新华网）",
      "nature": "媒体资讯",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "很少",
        "物理": "很少",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "中国科学智能进展、科研基础设施及产业政策；强过滤",
      "home_url": "https://www.xinhuanet.com/tech/",
      "collect_url": "https://www.xinhuanet.com/tech/",
      "method": "html_agent",
      "access_status": "栏目GET 200；相关正文已读取",
      "observed_frequency": "栏目有持续更新；未估计固定节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.xinhuanet.com/20260822/d3e8530dd7b642a195ec65bbed4bfed9/c.html",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S137",
      "name": "科技日报／中国科技网",
      "nature": "媒体资讯",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "中文科研进展、AI科学应用和研发政策；强过滤",
      "home_url": "https://www.stdaily.com/",
      "collect_url": "https://www.stdaily.com/",
      "method": "html_agent",
      "access_status": "栏目GET 200；相关正文已读取",
      "observed_frequency": "栏目有持续更新；未估计固定节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.stdaily.com/web/gjxw/2026-09/20/content_583693.html",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S138",
      "name": "中国科学院·科研进展与一线动态",
      "nature": "科研机构原始发布",
      "region": "中国",
      "language": "中文",
      "priority": "P1",
      "role": "机构原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很少"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "很少"
      },
      "focus": "中国科研机构原始进展、科学数据基础设施与科学智能项目",
      "home_url": "https://www.cas.cn/syky/",
      "collect_url": "https://www.cas.cn/syky/",
      "method": "html_agent",
      "access_status": "栏目GET 200；相关正文已读取",
      "observed_frequency": "栏目有持续更新；未估计固定节奏",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.cas.cn/yx/202609/t20260911_5120186.shtml",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S139",
      "name": "Machine & Market · Arnav Raja",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科研智能体、科学评估和研究自动化；综合AI刊物须强过滤",
      "home_url": "https://machineandmarket.com/",
      "collect_url": "https://machineandmarket.com/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "RSS解析10条；最新2026-09-21，不承诺固定更新频率",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://machineandmarket.com/2026/09/07/research-ai-for-science/",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S140",
      "name": "SAIR Blog",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI辅助数学与开放科学模型；基金会编辑博客，更新不规律",
      "home_url": "https://blog.sair.foundation/",
      "collect_url": "https://blog.sair.foundation/rss/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "RSS解析7条；最新2026-09-21，不承诺固定更新频率",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://blog.sair.foundation/an-open-commitment-to-mathematics-and-science/",
      "checked_at": "2026-09-22"
    },
    {
      "source_id": "S141",
      "name": "The Decoder",
      "nature": "媒体资讯",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "编辑报道/署名解读",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "综合AI编辑媒体；仅收AI×科学对象的实质报道；剔除模型榜单及消费产品",
      "home_url": "https://the-decoder.com/",
      "collect_url": "https://the-decoder.com/feed/",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-09；feed解析10条，样本最新2026-09-22；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
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      "evidence_note": "作者/运营方：Maximilian Schreiner；RSS与正文发布日期元数据；独立署名解读",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S142",
      "name": "SiliconANGLE",
      "nature": "媒体资讯",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "编辑报道/署名解读",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "企业科技媒体；筛科学模型、科学计算及研发产业报道",
      "home_url": "https://siliconangle.com/",
      "collect_url": "https://siliconangle.com/feed/",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-08；feed解析30条，样本最新2026-09-22；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://siliconangle.com/2026/09/08/google-deepminds-alphagenome-atlas-maps-all-9-billion-possible-human-dna-changes/",
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    },
    {
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      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P2",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "个人综合科技通讯；只采科学模型、能源科研及科学基础设施；AI4S密度较低",
      "home_url": "https://joseluischavezcalva.substack.com/",
      "collect_url": "https://joseluischavezcalva.substack.com/feed",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-08；feed解析20条，样本最新2026-09-21；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://joseluischavezcalva.substack.com/p/alphagenome-atlas-and-the-predicted",
      "evidence_note": "作者/运营方：Jose Luis Chavez Calva；个人署名评论；正文Published 8-sep-2026；不能作为实验结果的一手核验",
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    },
    {
      "source_id": "S144",
      "name": "Timothy Gowers’s Weblog",
      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "个人数学博客；AI辅助证明、数学共同体与研究方法",
      "home_url": "https://gowers.wordpress.com/",
      "collect_url": "https://gowers.wordpress.com/feed/",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-17；feed解析25条，样本最新2026-09-17；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://gowers.wordpress.com/2026/09/17/why-i-didnt-sign-the-fields-medallists-letter/",
      "evidence_note": "作者/运营方：Timothy Gowers；同稿同步发表于Tao博客；按原文章/事件合并；独立作者内容流保留。上篇8月12日，频率不规律",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S145",
      "name": "Scott Aaronson · Shtetl-Optimized",
      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "个人理论计算/量子博客；只采AI与数学、量子/科学计算交叉",
      "home_url": "https://scottaaronson.blog/",
      "collect_url": "https://scottaaronson.blog/?feed=rss2",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-19；feed解析10条，样本最新2026-09-19；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://scottaaronson.blog/?p=10116",
      "evidence_note": "作者/运营方：Pravesh Kothari、Raghu Meka、Prasad Raghavendra（客座作者）；Scott Aaronson（引言/博客主）；客座文章不可误署名为Scott独著；www.scottaaronson.com/blog为同源旧域，不重复建源",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S146",
      "name": "Kolen Cheung",
      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P2",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "个人科学软件/数学博客，长文与链接短评混合；只采AI科研相关内容",
      "home_url": "https://blog.kolen.dev/",
      "collect_url": "https://blog.kolen.dev/index.xml",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-19；feed解析19条，样本最新2026-09-21；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://blog.kolen.dev/link/gowers-digestion.html",
      "evidence_note": "作者/运营方：Kolen Cheung；原始短评附Gowers引用；不把摘引当原创发现，不根据姓名推断国籍",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S147",
      "name": "杨星宇 · 研究笔记",
      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "中文/英文",
      "priority": "P2",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "中文/英文个人计算机与数学研究笔记；剔除校园生活与普通编程",
      "home_url": "https://blog.turing2234.com/zh/posts/",
      "collect_url": "https://blog.turing2234.com/rss.xml",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-05；feed解析26条，样本最新2026-09-16；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://blog.turing2234.com/zh/article/when-proofs-can-be-automated/",
      "evidence_note": "作者/运营方：Xingyu Yang／杨星宇；中文原文9月5日；中英文镜像合并为一个来源；关于页自述Monash Malaysia，不推断国籍",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S148",
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      "nature": "通讯博客",
      "region": "中国（中文发布主体）",
      "language": "中文",
      "priority": "P1",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "复旦大学生命科学学院教授的中文个人博客；生态科研、AI与科研方法",
      "home_url": "https://blog.sciencenet.cn/u/lionbin",
      "collect_url": "https://blog.sciencenet.cn/rss.php?uid=502444",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-16；feed解析27条，样本最新2026-09-16；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://blog.sciencenet.cn/blog-502444-1552842.html",
      "evidence_note": "作者/运营方：赵斌；科学网个人博客与S094科学网新闻是独立内容流；个人页关联公众号生态学时空（Ecology_World），公众号独立发文活跃度待核；RSS GMT标记与正文显示时刻不一致，活动仅按日期核实",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
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      "source_id": "S149",
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      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "个人Lean形式化数学博客；AI证明与形式化工程",
      "home_url": "https://xenaproject.wordpress.com/",
      "collect_url": "https://xenaproject.wordpress.com/feed/",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-04；feed解析10条，样本最新2026-09-04；不承诺固定更新频率",
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      "evidence_note": "作者/运营方：Kevin Buzzard；通过杨星宇9月5日原文的引用追到9月4日更早评论；不把既有定理形式化称为新定理发现",
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    },
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      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P2",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "个人综合AI博客；仅科学问题、研究方法及科研工具；通用软件动态筛除",
      "home_url": "https://simonwillison.net/",
      "collect_url": "https://simonwillison.net/atom/everything/",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-08；feed解析30条，样本最新2026-09-21；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://simonwillison.net/2026/Sep/8/on-navier-stokes/",
      "evidence_note": "作者/运营方：Simon Willison；赵斌9月16日原文引用→9月8日评论与9月9日Tao引文；引用型内容不重复报新事件",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
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      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "个人编辑通讯（机器辅助发现，人类选择与评论）",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "个人编辑通讯，聚焦AI如何改变科学实践、研究组织与工具",
      "home_url": "https://hallway.aris.pub/",
      "collect_url": "https://hallway.aris.pub/feed.xml",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-21；feed解析27条，样本最新2026-09-21；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://hallway.aris.pub/no/026/",
      "evidence_note": "作者/运营方：Leo Torres；关于页说明机器辅助发现、人类选择与评论；Atom只有updated，活跃准入以正文September 21, 2026为据",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S152",
      "name": "Asimov Press",
      "nature": "媒体资讯",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "编辑报道/署名解读",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "生物技术编辑媒体；AI科学家/生物研发的长篇解释",
      "home_url": "https://press.asimov.com/",
      "collect_url": "https://press.asimov.com/",
      "method": "html_agent",
      "access_status": "公开HTML正文及入口可读；需agent读取，非自动API",
      "observed_frequency": "近30天原始活动证据2026-09-08；网页样本核验；不保证连续可用；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://press.asimov.com/articles/ai-science",
      "evidence_note": "作者/运营方：Alvin Djajadikerta（AI-science）；Niko McCarty（9月复刊文章）；近月活动证据为9月8日复刊原创，相关AI文章为3月23日旧文，只作范围证据。曾暂停6个月，当前恢复不等于稳定高频；仅编辑文章，不新增论文平台",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S153",
      "name": "Ars Technica · Science",
      "nature": "媒体资讯",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "编辑报道/署名解读",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学新闻栏目；重点取科学AI的机制与局限，排除无AI方法的普通科学新闻",
      "home_url": "https://arstechnica.com/science/",
      "collect_url": "https://feeds.arstechnica.com/arstechnica/science",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-09；feed解析20条，样本最新2026-09-21；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://arstechnica.com/science/2026/09/googles-ai-genome-system-evaluates-every-possible-one-base-change/",
      "evidence_note": "作者/运营方：John Timmer；9月9日独立署名分析，有模型用途及限制说明",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S154",
      "name": "IEEE Spectrum",
      "nature": "媒体资讯",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "编辑报道/署名解读",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "工程科技编辑媒体；AI科学模型、实验及科研计算报道；剔除广告",
      "home_url": "https://spectrum.ieee.org/",
      "collect_url": "https://spectrum.ieee.org/feeds/feed.rss",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-08；feed解析30条，样本最新2026-09-22；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://spectrum.ieee.org/alphagenome-atlas",
      "evidence_note": "作者/运营方：Greg Uyeno；媒体报道有外部专家采访；只收Spectrum新闻，不是IEEE论文平台。feed含赞助稿，准入使用9月8日署名编辑文章",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S155",
      "name": "TechCrunch",
      "nature": "媒体资讯",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P2",
      "role": "编辑报道/署名解读",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "综合科技商业媒体；筛AI科研、科学创业与研发投融资；普通AI产品排除",
      "home_url": "https://techcrunch.com/",
      "collect_url": "https://techcrunch.com/feed/",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-11；feed解析20条，样本最新2026-09-22；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://techcrunch.com/2026/09/11/openais-feud-with-mathematicians-is-only-escalating/",
      "evidence_note": "作者/运营方：Tim Fernholz；同事件报道与Tao原文交叉核验；记者报道不能替代相关方原始声明",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S156",
      "name": "环球科学",
      "nature": "媒体资讯",
      "region": "中国（中文发布主体）",
      "language": "中文",
      "priority": "P1",
      "role": "编辑报道/署名解读",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "中文科学编辑媒体；筛AI×科学主题；注意标题与正文事实边界",
      "home_url": "https://www.huanqiukexue.com/",
      "collect_url": "https://www.huanqiukexue.com/?feed=rss2",
      "method": "rss_atom",
      "access_status": "本轮RSS/Atom解析通过",
      "observed_frequency": "近30天原始活动证据2026-09-07；feed解析10条，样本最新2026-09-15；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://www.huanqiukexue.com/?p=4609",
      "evidence_note": "作者/运营方：王昱（撰文）；陶兆巍、子鱼（审校）；9月7日文章讨论9月4日形式化成果；早于9月11日声明，但属相关主题而非同一事件；RSS真实入口为?feed=rss2",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S157",
      "name": "科技行者 TechWalker",
      "nature": "媒体资讯",
      "region": "中国（中文发布主体）",
      "language": "中文",
      "priority": "P1",
      "role": "编辑报道/署名解读",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "中文科技媒体/公众号品牌；AI4S产业采访和科学计算",
      "home_url": "https://www.techwalker.com/",
      "collect_url": "https://www.techwalker.com/",
      "method": "html_agent",
      "access_status": "公开HTML正文及入口可读；需agent读取，非自动API",
      "observed_frequency": "近30天原始活动证据2026-09-01；网页样本核验；不保证连续可用；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://www.techwalker.com/2026/0901/3198106.shtml",
      "evidence_note": "作者/运营方：高飞；同题搜索先见投资界9月10日授权转载，回到科技行者源站，以9月1日AI4S原创访谈核验活跃。9月1日发文回顾8月21日会议，不能把会议日期当发文日。关联科技行者/算力行者公众号，未独立核验其微信最新发文",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S158",
      "name": "Xinming Tu · @TuXinming",
      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "研究者个人X：药物发现基准、生物模型及科研评论",
      "home_url": "https://x.com/TuXinming",
      "collect_url": "https://x.com/TuXinming",
      "method": "html_agent",
      "access_status": "原账号及原帖HTTP回退可读；web工具403，访问不稳定；无自动API",
      "observed_frequency": "近30天原始活动证据2026-09-14；网页样本核验；不保证连续可用；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://x.com/TuXinming/status/2099643783151583740",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S159",
      "name": "Quanquan Gu · @QuanquanGu",
      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P1",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "研究者/创业者个人X：科学智能体、实验闭环与药物发现",
      "home_url": "https://x.com/QuanquanGu",
      "collect_url": "https://x.com/QuanquanGu",
      "method": "html_agent",
      "access_status": "原账号及原帖HTTP回退可读；web工具403，访问不稳定；无自动API",
      "observed_frequency": "近30天原始活动证据2026-09-17；网页样本核验；不保证连续可用；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://x.com/QuanquanGu/status/2100729721713725907",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S160",
      "name": "Sai Teja Pusuluri",
      "nature": "通讯博客",
      "region": "未单独核实；详见作者/运营方证据",
      "language": "英文",
      "priority": "P2",
      "role": "个人作者/评论与精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "物理背景作者的个人AI博客；仅天气模型、科学计算和科研实践",
      "home_url": "https://saiteja.ai/",
      "collect_url": "https://saiteja.ai/blog",
      "method": "html_agent",
      "access_status": "公开HTML正文及入口可读；需agent读取，非自动API",
      "observed_frequency": "近30天原始活动证据2026-09-05；网页样本核验；不保证连续可用；不承诺固定更新频率",
      "official_frequency": "未核实固定发布承诺",
      "evidence_url": "https://saiteja.ai/blog/an-informational-post-about-this-announcement-introducing-weathernext",
      "evidence_note": "作者/运营方：Sai Teja Pusuluri；源站作者主页、文章与列表可读；WeatherNext文章为9月5日作者解读，晚于DeepMind9月3日公告；综合AI入口需强过滤",
      "checked_at": "2026-09-22T14:08:14.724272+00:00"
    },
    {
      "source_id": "S161",
      "name": "Proofs and Prompts",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P1",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "数学与AI的科研实践、验证与共同体规范；排除一般数学随笔",
      "home_url": "https://proofsandprompts.com/",
      "collect_url": "https://proofsandprompts.com/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "RSS10条，2026-09-17至22；不承诺频率",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://proofsandprompts.com/2026/09/22/why-i-agreed-to-join-agmai/",
      "evidence_note": "S130转载正文链接发现，入口、多篇目录和原文均已核实；独立共同体博客，不是陶哲轩个人博客镜像",
      "checked_at": "2026-09-23"
    },
    {
      "source_id": "S162",
      "name": "AGMAI · 数学与人工智能咨询组",
      "nature": "机构/企业原始发布与低频参考",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "数学与AI机构声明及建议原始核验",
      "home_url": "https://agmai.org/",
      "collect_url": "https://agmai.org/",
      "method": "html_agent",
      "access_status": "公开网页正文可读；不保证历史公告完整",
      "observed_frequency": "机构单页，不定期；不作为新闻平台",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://agmai.org/",
      "evidence_note": "S130→Proofs and Prompts Hairer原文→AGMAI官网，两跳；目的、成员及独立性声明可读",
      "checked_at": "2026-09-23"
    },
    {
      "source_id": "S163",
      "name": "AI.MATH · 数学研究与教育倡议",
      "nature": "机构/企业原始发布与低频参考",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "数学科研、学位培养与AI规范的公开草案和共同体讨论",
      "home_url": "https://ai.math.ms/en/",
      "collect_url": "https://ai.math.ms/en/",
      "method": "html_agent",
      "access_status": "公开网页正文可读；不保证历史公告完整",
      "observed_frequency": "倡议与草案入口，频率未确认",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://proofsandprompts.com/2026/09/23/ai-math-announcement/",
      "evidence_note": "S161当日公告正文指向AI.MATH；已读官网，具研究/教育草案、36问与讨论入口，发起人Alfes/Nikolaus/Thom具名；低频倡议不当作新闻媒体",
      "checked_at": "2026-09-24"
    },
    {
      "source_id": "S164",
      "name": "中国科学院上海高等研究院 · 能源材料与碳核算",
      "nature": "机构/企业原始发布与低频参考",
      "region": "中国·上海",
      "language": "中文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "少量",
        "材料": "少量",
        "物理": "少量",
        "地球气候": "很多",
        "能源": "很多",
        "数学与科学计算": "少量"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "少量",
        "金融": "未见",
        "政策": "少量"
      },
      "focus": "碳核算、能源、材料、科研智能体的机构原始发布",
      "home_url": "https://www.sari.ac.cn/",
      "collect_url": "https://www.sari.ac.cn/kjdt/kjjz/",
      "method": "html_agent",
      "access_status": "公开网页正文可读；不保证历史公告完整",
      "observed_frequency": "研究所不定期公告；未确立全量频率",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.sari.ac.cn/kjdt/kjjz/202604/t20260408_8182980.html",
      "evidence_note": "S137浦东低碳大会报道正文具名上海高研院，经机构官网入口找到4月8日禹衡1.0原始发布，纠正将9月大会展示当作首次推出的风险；首页及机构正文均已读",
      "checked_at": "2026-09-24"
    },
    {
      "source_id": "S165",
      "name": "RLark · 具身云原生项目",
      "nature": "机构/企业原始发布与低频参考",
      "region": "中国",
      "language": "中英双语",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "机器人资源、跨集群实验任务与网络管理",
      "home_url": "https://github.com/RLinf/RLark",
      "collect_url": "https://rlark.readthedocs.io/",
      "method": "html_agent",
      "access_status": "公开网页正文可读；不保证历史公告完整",
      "observed_frequency": "项目版本公告，不定期",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://rlark.readthedocs.io/",
      "evidence_note": "量子位无问芯穹供稿→项目文档及仓库；文档明确8月已开源，修正新闻日期误读。",
      "checked_at": "2026-09-25"
    },
    {
      "source_id": "S166",
      "name": "国家自然科学基金委员会 · 项目指南",
      "nature": "机构/企业原始发布与低频参考",
      "region": "中国",
      "language": "中文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "中",
        "材料": "中",
        "物理": "中",
        "地球气候": "中",
        "能源": "中",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "未见",
        "商业": "未见",
        "金融": "未见",
        "政策": "很多"
      },
      "focus": "科学研究资助、交叉学科专项与申请指南",
      "home_url": "https://www.nsfc.gov.cn/",
      "collect_url": "https://www.nsfc.gov.cn/p1/3381/2824/zntg.html",
      "method": "html_agent",
      "access_status": "公开网页正文可读；不保证历史公告完整",
      "observed_frequency": "科研资助公告，不定期；按研究主题定向核验",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.nsfc.gov.cn/p1/3381/2824/142834.html",
      "evidence_note": "科学网通告→基金委原始通告→机构首页；公开通知可读，完整指南需依托单位系统登录。",
      "checked_at": "2026-09-25"
    },
    {
      "source_id": "S167",
      "name": "ICIAM · 数学与AI机构声明",
      "nature": "机构/企业原始发布与低频参考",
      "region": "国际",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "数学证明、科学计算的验证、误差控制、物理一致性与科研规范",
      "home_url": "https://iciam.org/",
      "collect_url": "https://iciam.org/news",
      "method": "html_agent",
      "access_status": "公开入口与相关正文HTTP200；翻页未完成",
      "observed_frequency": "机构不定期公告",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://iciam.org/news/26/9/24/iciam-statement-mathematics-and-artificial-intelligence",
      "evidence_note": "statement on mathematics and artificial intelligence",
      "checked_at": "2026-09-26"
    },
    {
      "source_id": "S168",
      "name": "电子科技大学 · 科研与学术公告",
      "nature": "机构/企业原始发布与低频参考",
      "region": "中国",
      "language": "中文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "中",
        "物理": "中",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "中"
      },
      "focus": "AI逆向设计超导材料、凝聚态物理研究及学术交流公告",
      "home_url": "https://news.uestc.edu.cn/",
      "collect_url": "https://news.uestc.edu.cn/",
      "method": "html_agent",
      "access_status": "公开入口与相关正文HTTP200；翻页未完成",
      "observed_frequency": "机构不定期公告",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://news.uestc.edu.cn/info/1015/43921.htm",
      "evidence_note": "主办单位：教师发展中心；学校首页",
      "checked_at": "2026-09-26"
    },
    {
      "source_id": "S169",
      "name": "4 gravitons · Matt von Hippel",
      "nature": "通讯博客",
      "region": "未单独核实（英文公开入口）",
      "language": "英文",
      "priority": "P2",
      "role": "专业解读/编辑精选",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "中"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "理论物理研究方法与AI辅助散射振幅计算；仅选有AI与具体科学直接联系的文章，排除纯物理随笔",
      "home_url": "https://4gravitons.com/",
      "collect_url": "https://4gravitons.com/feed/",
      "method": "rss_atom",
      "access_status": "已实测结构化读取",
      "observed_frequency": "RSS10篇，2026-07-24至09-25，样本每周一次",
      "official_frequency": "每周（作者在Anthropic客座稿自述）",
      "evidence_url": "https://4gravitons.com/2026/09/25/it-got-to-my-field/",
      "evidence_note": "S025客座文章正文作者自我介绍链接4gravitons；主页、9/25问答全文及10条RSS可读。作者说明曾收取该客座稿酬。",
      "checked_at": "2026-09-27"
    },
    {
      "source_id": "S170",
      "name": "GPCA 海湾石化与化工协会 · 研究创新参考",
      "nature": "机构/企业原始发布与低频参考",
      "region": "海湾/国际",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "很多",
        "材料": "很多",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "中",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI驱动化学、材料与催化剂发现的行业评论；排除常规石化经营新闻",
      "home_url": "https://gpcachem.org/",
      "collect_url": "https://gpcachem.org/",
      "method": "html_agent",
      "access_status": "公开网页正文可读；不保证历史公告完整",
      "observed_frequency": "仅核读一篇2026-09-25相关评论，频率未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://gpcachem.org/2026/09/25/from-hypothesis-to-high-value-how-ai-is-rewriting-the-rules-of-chemical-discovery/",
      "evidence_note": "B910中文转述引用原始URL，已读GPCA评论全文与首页；作者为Accenture行业负责人，观点按作者归属",
      "checked_at": "2026-09-28"
    },
    {
      "source_id": "S171",
      "name": "Rxn-INSIGHT · 化学反应分析项目",
      "nature": "机构/企业原始发布与低频参考",
      "region": "国际",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "很多",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "反应分类、原子映射与条件推荐方法；软件文档背景核验",
      "home_url": "https://github.com/mrodobbe/Rxn-INSIGHT",
      "collect_url": "https://github.com/mrodobbe/Rxn-INSIGHT",
      "method": "html_agent",
      "access_status": "入口和相关正文可读；不保证历史完整",
      "observed_frequency": "仅核验入口和相关说明；频率未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://rxn-insight.readthedocs.io/en/latest/",
      "evidence_note": "名称发现后定向检索；项目README与官方文档可读，含RXNMapper依赖；确定性分类与模型原子映射各自归属，不称全部为生成式AI。",
      "checked_at": "2026-09-29"
    },
    {
      "source_id": "S172",
      "name": "利德健康 · 科研仪器原始参考",
      "nature": "机构/企业原始发布与低频参考",
      "region": "中国",
      "language": "中文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "中",
        "政策": "未见"
      },
      "focus": "AI细胞图像分析与科学仪器；融资与公司能力原始核验",
      "home_url": "http://www.leadhealth.com.cn/cn",
      "collect_url": "http://www.leadhealth.com.cn/cn",
      "method": "html_agent",
      "access_status": "入口和相关正文可读；不保证历史完整",
      "observed_frequency": "仅核验入口和相关说明；频率未知",
      "official_frequency": "未发现承诺",
      "evidence_url": "http://www.leadhealth.com.cn/cn/productshow/post-8.html",
      "evidence_note": "公司名发现后定向检索；首页与AI成像流式产品说明可读，AI算法解析细胞力学和形态用于互作/凋亡/分化研究；企业自述，非独立性能验证。",
      "checked_at": "2026-09-29"
    },
    {
      "source_id": "S173",
      "name": "Outpost Bio · 微生物组模型原始参考",
      "nature": "机构/企业原始发布与低频参考",
      "region": "国际",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "微生物组基础模型、药物代谢与跨生态域迁移；企业研究说明",
      "home_url": "https://www.outpost.bio/",
      "collect_url": "https://www.outpost.bio/",
      "method": "html_agent",
      "access_status": "入口和相关正文可读；历史覆盖不完整",
      "observed_frequency": "仅核验入口与一篇技术文章，未确定频率",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://www.outpost.bio/perspectives/can-microbiome-foundation-models-transfer-across-biomes",
      "evidence_note": "官网研究说明明确Atlas/Waypoint/Compass及跨域对照；首页列实验—训练—设计闭环。企业自述不等于独立验证。",
      "checked_at": "2026-09-30"
    },
    {
      "source_id": "S174",
      "name": "IDIBELL · 生物医学与再生医学原始参考",
      "nature": "机构/企业原始发布与低频参考",
      "region": "欧洲",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI显微图像分析、干细胞衰老、再生医学；机构研究新闻",
      "home_url": "https://idibell.cat/en/",
      "collect_url": "https://idibell.cat/en/",
      "method": "html_agent",
      "access_status": "主页和相关正文200；历史分页未完整覆盖",
      "observed_frequency": "初次核验，不推定连续频率",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://idibell.cat/en/2026/09/artificial-intelligence-identifies-signs-of-aging-in-blood-stem-cells-through-images-of-the-nucleus/",
      "evidence_note": "官网首页和ChromAgeNet完整报道可读，明确3D卷积网络分析小鼠造血干细胞染色质，判断年龄状态并筛查药物响应。",
      "checked_at": "2026-10-01"
    },
    {
      "source_id": "S175",
      "name": "BootLoops · 科学精确计算项目",
      "nature": "机构/企业原始发布与低频参考",
      "region": "北美",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "很多",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI工具编排、物理积分、种群遗传与生态计算",
      "home_url": "https://bootloops.ai/",
      "collect_url": "https://bootloops.ai/",
      "method": "html_agent",
      "access_status": "入口与关联正文200；无完整日期/分页覆盖",
      "observed_frequency": "初次核验，不推定连续频率",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://bootloops.ai/",
      "evidence_note": "Anthropic客座正文直接引用BootLoops；主页及方法章节可读。计算结果需逐研究检验，项目概述不等于独立复核。",
      "checked_at": "2026-10-04T06:29:00.982126+00:00"
    },
    {
      "source_id": "S176",
      "name": "Ai2 · 科学智能原始参考",
      "nature": "机构/企业原始发布与低频参考",
      "region": "北美",
      "language": "英文",
      "priority": "P2",
      "role": "原始发布",
      "discipline_tags": {
        "生命医药": "中",
        "化学": "未见",
        "材料": "未见",
        "物理": "中",
        "地球气候": "中",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "科学文献检索、证据综合、Asta与OpenScholar",
      "home_url": "https://allenai.org/",
      "collect_url": "https://allenai.org/",
      "method": "html_agent",
      "access_status": "入口与关联正文200；无完整日期/分页覆盖",
      "observed_frequency": "初次核验，不推定连续频率",
      "official_frequency": "未发现承诺",
      "evidence_url": "https://allenai.org/blog/astabrief",
      "evidence_note": "AstaBrief和OpenScholar官方正文可读；仅低频原始核验参考，新闻采集频率与归档分页待评估。",
      "checked_at": "2026-10-04T06:29:00.982126+00:00"
    },
    {
      "source_id": "S177",
      "name": "Leonardo de Moura · Lean证明与AI",
      "nature": "低频作者技术博客",
      "region": "未据本文核实机构所在地",
      "language": "英文",
      "priority": "P2",
      "role": "原始技术复盘／作者观点",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "AI生成数学证明、形式化验证与Lean内核可靠性；常规软件动态仍需交集检查",
      "home_url": "https://leodemoura.github.io/blog/",
      "collect_url": "https://leodemoura.github.io/blog/",
      "method": "html_agent",
      "access_status": "目录及相关正文可读",
      "observed_frequency": "可见8篇，日期2026-02-18至08-24；低频，不承诺固定更新",
      "official_frequency": "未披露",
      "evidence_url": "https://leodemoura.github.io/blog/2026-8-24-postmortem-for-the-kernel-soundness-bug-hunt/",
      "evidence_note": "Tao博客客座作者Hales正文引用postmortem；复盘明确AI发现Lean证明内核问题及外部检查方案；作者页面披露Lean FRO联合创始人与首席架构师身份。",
      "checked_at": "2026-10-10"
    },
    {
      "source_id": "S178",
      "name": "First Proof · AI研究数学评测项目",
      "nature": "低频项目原始公告",
      "region": "国际协作（按所列团队机构）",
      "language": "英文",
      "priority": "P1",
      "role": "数学AI能力评测／原始项目公告",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "很多"
      },
      "facet_tags": {
        "技术": "中",
        "商业": "未见",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "独立透明评测AI研究数学能力、问题征集与社区解题实验",
      "home_url": "https://1stproof.org/",
      "collect_url": "https://1stproof.org/",
      "method": "html_agent",
      "access_status": "项目首页及公告列表可读",
      "observed_frequency": "首页9条公告，2/5至8/25；不承诺固定更新",
      "official_frequency": "按评测批次公告",
      "evidence_url": "https://1stproof.org/",
      "evidence_note": "Tao Math 2.0演讲第9页列First Proof；官网使命明确AI与研究数学能力评测，列编辑委员会与批次公告。",
      "checked_at": "2026-10-11"
    },
    {
      "source_id": "S179",
      "name": "科学北极星 · 科研仪器AI与产品公告",
      "nature": "低频企业研发及产品公告",
      "region": "中国·上海",
      "language": "中文",
      "priority": "P2",
      "role": "AI科学仪器企业原始材料",
      "discipline_tags": {
        "生命医药": "未见",
        "化学": "未见",
        "材料": "很多",
        "物理": "少",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见",
        "科研仪器与自动化实验": "很多"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "XLING智能体控制电子显微镜采集、图像判读及工作流；金属断口等材料表征",
      "home_url": "https://www.scipolaris.com/",
      "collect_url": "https://www.scipolaris.com/",
      "method": "html_agent",
      "access_status": "首页与原生智能体正文GET200",
      "observed_frequency": "官网有新闻入口；频率及最新日期未完成核验",
      "official_frequency": "未声明",
      "evidence_url": "https://www.scipolaris.com/native-agent",
      "evidence_note": "科学网专访给出科学北极星及XLING名称；检索官网确认上海研束科技主体，官网原生智能体正文展示金属断口多倍率调焦、成像、断裂类型分析和条纹重拍。",
      "checked_at": "2026-10-13"
    },
    {
      "source_id": "S180",
      "name": "OpenPep · 开放肽发现项目",
      "nature": "低频科研项目参考",
      "region": "加拿大·多伦多",
      "language": "英文",
      "priority": "P2",
      "role": "科研项目原始材料/自述",
      "discipline_tags": {
        "生命医药": "很多",
        "化学": "中",
        "材料": "未见",
        "物理": "未见",
        "地球气候": "未见",
        "能源": "未见",
        "数学与科学计算": "未见"
      },
      "facet_tags": {
        "技术": "很多",
        "商业": "中",
        "金融": "未见",
        "政策": "未见"
      },
      "focus": "肽—蛋白结合实验、开放数据与跨靶点AI模型",
      "home_url": "https://www.openpep.com/",
      "collect_url": "https://www.openpep.com/science.html",
      "method": "html_agent",
      "access_status": "入口与Science正文GET200",
      "observed_frequency": "项目说明页面，无已核日级新闻流",
      "official_frequency": "未声明",
      "evidence_url": "https://www.openpep.com/science.html",
      "evidence_note": "多伦多药学院10月14日报道直接链接OpenPep；官网解释无细胞蛋白合成、亲和选择质谱、剂量反应与留靶测试结合AI闭环。计划不得写成已交付数据库。",
      "checked_at": "2026-10-15"
    }
  ],
  "note": "Historical checks; access and frequency may change."
}