{
  "schemaVersion": 1,
  "id": "geo-evidence-support-audit-2026-11-06",
  "observedAt": "2026-11-06",
  "title": "12 条已有证据映射的支持范围抽样复核",
  "scope": "从 2026-11-04 的 183 条声明级映射记录中，按 relation 分层、每层取 3 条，检查来源可达性、来源摘录与声明范围是否一致。本文是结构化抽样审计，不是对 183 条记录的全面语义审核。",
  "population": {
    "sourceSnapshot": "/downloads/research/geo-original-research-2026-11-04.json",
    "mappedRecords": 183,
    "tutorialsInSnapshot": 59,
    "selection": "固定 SHA-256 后，按 relation 分层；每层对 tutorialId、claimText、sourceUrl 的 SHA-256 排序，取前 3 条。"
  },
  "method": {
    "request": "GET",
    "userAgent": "ZenLeak-Evidence-Audit/1.0 (+https://zenleak.cn/about/)",
    "observedOn": "2026-11-06",
    "checks": [
      "来源是否从本次核验环境取得响应或明确记录网络超时",
      "来源可见内容是否支持声明中的一个窄范围判断",
      "声明是否把多个对象、条件、时间或结果合并成一句需要拆开的复合结论",
      "第一方来源是否只证明站内方法或站内快照，而没有被写成外部平台结论"
    ],
    "assessmentLabels": {
      "narrow_support": "来源可达，且可支持声明中的窄范围判断；不表示整句没有其他待核部分。",
      "split_required": "来源可达，但只支持复合声明的一部分，应该拆句或补充来源。",
      "environment_unavailable": "本次核验环境没有取得来源响应；不判断来源失效、内容错误或声明不成立。"
    }
  },
  "reproducibility": {
    "readme": "/downloads/research/geo-evidence-support-audit-2026-11-06/README.md",
    "script": "/downloads/research/geo-evidence-support-audit-2026-11-06/reproduce.mjs",
    "scope": "脚本可复算总体数量、按 relation 分层的 12 条样本和 sampleKey；语义判断仍需人工复核。"
  },
  "results": {
    "sampledRecords": 12,
    "narrowSupport": 4,
    "splitRequired": 4,
    "environmentUnavailable": 4,
    "relationCounts": {
      "direct": 3,
      "context": 3,
      "inference": 3,
      "first-party": 3
    },
    "sourceAccess": {
      "http200": 8,
      "networkTimeout": 4
    },
    "interpretation": "4 条记录的来源能够支持其中明确的窄结论；4 条来源可访问但只覆盖复合声明的一部分；另有 4 条映射记录关联的 Google 来源在本次环境中超时，保留为待复核。结果不代表 183 条映射的总体准确率。"
  },
  "records": [
    {
      "sampleKey": "20607f962c7d244555f6ca7afff927df4fef4bf76966070d6384edb80e77b867",
      "relationStored": "direct",
      "tutorialId": "indexnow-guide",
      "claimText": "IndexNow 返回 HTTP 200 或 202，最多说明 URL 通知已经被接口接收或接受处理；它不能单独证明页面已经抓取、建立索引、获得排名或进入 AI 答案。",
      "sourceUrl": "https://www.indexnow.org/documentation",
      "sourceTitle": "IndexNow 官方技术文档",
      "sourceLocator": "Response codes and their meaning",
      "sourceObserved": "http_200",
      "sourceFinalUrl": "https://www.indexnow.org/documentation",
      "assessment": "split_required",
      "reason": "来源直接解释 200、202 和“搜索引擎已收到 URL”，但声明后半段还包含抓取、索引、排名和 AI 答案四个边界；应把响应语义与后续状态分开写。"
    },
    {
      "sampleKey": "009923a58084e05a92d704885be87d028366a8112607dc02e568e7e648d7380d",
      "relationStored": "context",
      "tutorialId": "baidu-spider-identity",
      "claimText": "HTTP 200 只说明指定请求取得了服务器响应，HTTP 429 只说明这次请求触发了限流或访问控制；二者都不能直接推出搜索收录或 AI 引用。",
      "sourceUrl": "https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/429",
      "sourceTitle": "MDN Web Docs · HTTP 429 Too Many Requests",
      "sourceLocator": "Status code definition",
      "sourceObserved": "http_200",
      "sourceFinalUrl": "https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Status/429",
      "assessment": "split_required",
      "reason": "MDN 摘录支持 429 的限流语义，但不支持同句中的 200、搜索收录和 AI 引用边界；来源关系应缩小到 429，其他判断另配来源或标为方法边界。"
    },
    {
      "sampleKey": "0b5b207678ce22999778503cc824d06351666f07f1f591d237e062eb31168115",
      "relationStored": "context",
      "tutorialId": "geo-ai-traffic-attribution-guide",
      "claimText": "归因报告可以描述可观测来源和行为关联，但不能仅凭来源字段证明模型内部使用了哪段内容，或把时间相邻写成 AI 带来转化的因果证明。",
      "sourceUrl": "https://www.w3.org/TR/prov-overview/",
      "sourceTitle": "W3C PROV-Overview：来源与溯源模型",
      "sourceLocator": "Provenance information and its use for assessing quality and reliability",
      "sourceObserved": "http_200",
      "sourceFinalUrl": "https://www.w3.org/TR/prov-overview/",
      "assessment": "split_required",
      "reason": "W3C 支持来源信息用于评估数据质量与可靠性，但没有讨论 AI 内部检索或转化因果；后两项是站内研究边界，应单独标注。"
    },
    {
      "sampleKey": "11ce9ccbdcb689f95ce7bdb7620185b6223de6db9a08bfb8a9ab06657a878f72",
      "relationStored": "context",
      "tutorialId": "geo-page-change-experiment-guide",
      "claimText": "页面改版实验可以提高内容版本、证据和复测结果的可解释性，但不能单独证明改版导致收录、排名、流量或长期 AI 引用变化。",
      "sourceUrl": "/content/geo-effect-review/",
      "sourceTitle": "GEO 效果复盘怎么做：从一次 AI 回答到 30 天趋势的证据记录",
      "sourceLocator": "单次观察的结论边界与替代解释",
      "sourceObserved": "http_200",
      "sourceFinalUrl": "https://zenleak.cn/content/geo-effect-review/",
      "assessment": "narrow_support",
      "reason": "站内来源明确写出一次观察不能承诺排名、收录、引用或转化，并说明平台波动、同期改动和替代解释；它支持该结论的边界，不构成改版效果实测。"
    },
    {
      "sampleKey": "09d8a426266bd70cc5c48e00ff33e24463cc5c55364bcf33dc05465725b43730",
      "relationStored": "inference",
      "tutorialId": "geo-claim-evidence-library",
      "claimText": "证据数据库可以自动做字段校验、去重、链接检查和分母汇总，但一个来源是否真正支持一条声明仍需要人工核验。",
      "sourceUrl": "/content/evidence-and-sources/",
      "sourceTitle": "GEO 证据与来源",
      "sourceLocator": "证据质量、证据地图和来源核验",
      "sourceObserved": "http_200",
      "sourceFinalUrl": "https://zenleak.cn/content/evidence-and-sources/",
      "assessment": "split_required",
      "reason": "来源支持“来源与具体结论匹配、需要核验”的原则，但没有逐项证明数据库自动化字段能力；自动化边界应被写成站内工程判断。"
    },
    {
      "sampleKey": "0b0b5024d8330f7d373d941083a1d0628f913f24cdc95061d49ba14d23747fab",
      "relationStored": "inference",
      "tutorialId": "geo-optimization-system-guide",
      "claimText": "GEO 优化系统的作用是连接内容页面、技术状态、搜索平台数据、AI 回答证据和后续行动，不能把可访问、已发现、已收录、品牌提及、页面引用和引用准确合成一个总分。",
      "sourceUrl": "https://developers.google.com/search/docs/fundamentals/how-search-works",
      "sourceTitle": "Google Search Central · How Google Search works",
      "sourceLocator": "The three stages of Google Search: crawling, indexing and serving",
      "sourceObserved": "network_timeout",
      "assessment": "environment_unavailable",
      "reason": "2026-11-06 本次核验环境请求超时；保留原映射日期与未知状态，不把网络超时解释为 Google 文档失效或声明错误。"
    },
    {
      "sampleKey": "1406d8e01b699591d4b510343fca70fbdbf305a900e62cc2408be3d990acbca2",
      "relationStored": "inference",
      "tutorialId": "geo-citation-testing-before-indexed",
      "claimText": "搜索引擎收录少会降低通过公开检索发现页面的机会，但不能据此断定页面一定不会被任何 AI 检索或引用；正确做法是同时保留收录状态和 AI 观察结果的未知值。",
      "sourceUrl": "https://developers.google.com/search/docs/fundamentals/how-search-works",
      "sourceTitle": "Google Search Central · How Google Search works",
      "sourceLocator": "Crawling, indexing and serving",
      "sourceObserved": "network_timeout",
      "assessment": "environment_unavailable",
      "reason": "2026-11-06 本次核验环境请求超时；不据此判断来源内容，也不把站内实验推论写成 Google 或其他 AI 平台的规则。"
    },
    {
      "sampleKey": "014828f82dc7b87e4fe154eca6491d484f6aa70da17af232ae28f10bf1c654dd",
      "relationStored": "direct",
      "tutorialId": "homepage-tdk-seo-geo",
      "claimText": "title、meta description、H1 和首页首段承担不同职责：title 负责简洁命名，description 负责补充页面范围与用户收益，H1 和首段负责在可见正文中兑现承诺。",
      "sourceUrl": "https://developers.google.com/search/docs/appearance/snippet",
      "sourceTitle": "Google Search Central · Snippets",
      "sourceLocator": "How snippets are created",
      "sourceObserved": "network_timeout",
      "assessment": "environment_unavailable",
      "reason": "2026-11-06 本次核验环境请求超时；既有记录中的摘录仍保留，但本轮没有重新取得来源页面。"
    },
    {
      "sampleKey": "1ad22cba64298741b922ba5863a29f8abc968a5c3677bf68448431d3912e8aac",
      "relationStored": "direct",
      "tutorialId": "geo-keyword-research-case",
      "claimText": "关键词工具的流量指数、日检索量和平台指标只能作为选题排序信号，不能推出页面一定收录、进入前 10、获得点击或被 AI 引用。",
      "sourceUrl": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content",
      "sourceTitle": "Google Search Central · Creating helpful, reliable, people-first content",
      "sourceLocator": "Helpful content guidance：create helpful, reliable, people-first content",
      "sourceObserved": "network_timeout",
      "assessment": "environment_unavailable",
      "reason": "2026-11-06 本次核验环境请求超时；当前没有重新读取 Google 指南，不判断其页面内容或映射关系。"
    },
    {
      "sampleKey": "0390701a6a5b2aa199327ff0db4ef324b0fd795a4428b4e7dc5705960f8194aa",
      "relationStored": "first-party",
      "tutorialId": "geo-page-change-experiment-guide",
      "claimText": "GEO 页面改版实验的第一步是建立页面、声明、来源、技术入口和问题环境的基线，再用固定条件比较改版前后的观察结果。",
      "sourceUrl": "/content/geo-page-version-management/",
      "sourceTitle": "GEO 页面版本管理怎么做：把正文、证据与复测关联起来",
      "sourceLocator": "页面版本对象、变更日志和版本关联",
      "sourceObserved": "http_200",
      "sourceFinalUrl": "https://zenleak.cn/content/geo-page-version-management/",
      "assessment": "narrow_support",
      "reason": "来源明确列出稳定 URL、内容快照、变更摘要、声明级证据和复测条件；它支持站内方法的存在，不证明外部平台会因此改变结果。"
    },
    {
      "sampleKey": "0391bf4da62011c393e2ab50d7b586773fa0a1d1f44759d1b0ae72621a48b3e4",
      "relationStored": "first-party",
      "tutorialId": "geo-ai-content-trust-guide",
      "claimText": "AI 搜索是否采用一个页面，不能用“专业”“权威”等自称判断；页面需要说明责任主体、对象范围、证据来源、时间条件和结论边界。",
      "sourceUrl": "/content/geo-claim-evidence-library/",
      "sourceTitle": "GEO 声明级证据库：把页面主张拆成可核验记录",
      "sourceLocator": "声明类型、证据关系与结论边界",
      "sourceObserved": "http_200",
      "sourceFinalUrl": "https://zenleak.cn/content/geo-claim-evidence-library/",
      "assessment": "narrow_support",
      "reason": "来源支持把声明拆成可核验记录并保留来源、定位、复核时间和限制；它不提供任何 AI 平台的内部评分，也不证明这些字段带来引用。"
    },
    {
      "sampleKey": "041206d1e27b87926ac97c5318ad2f597873fb8c392375c5ee4c3fd1dad16568",
      "relationStored": "first-party",
      "tutorialId": "geo-claim-evidence-library",
      "claimText": "2026-10-18 复测中的 28/28、14/14、73/73 和 13/73 分别属于不同数据集，不能合并为一个总分。",
      "sourceUrl": "/content/geo-retest-report-guide/",
      "sourceTitle": "GEO 复测报告怎么写：从技术可访问到 AI 引用的四层证据链",
      "sourceLocator": "样本和分母、真实案例：2026-10-18 复测数据",
      "sourceObserved": "http_200",
      "sourceFinalUrl": "https://zenleak.cn/content/geo-retest-report-guide/",
      "assessment": "narrow_support",
      "reason": "来源逐项解释这些数字的对象和分母，明确 13/73 不是 Bing 收录率，支持“不能合并为总分”的窄结论；它不代表当前生产状态。"
    }
  ],
  "limitations": [
    "样本只有 12 条，按 relation 分层后每层取 3 条，不是 183 条映射的随机估计，也不能计算总体准确率。",
    "“窄范围支持”仍是人工编辑判断，不等于来源本身正确，也不代表整句所有要素都被支持。",
    "网络超时只描述本次核验环境，不能推断 Google 文档的全球可用性、内容变化或来源失效。",
    "本次没有审计教程正文的全部声明，没有测量搜索收录、排名、流量或 AI 引用。",
    "第一方来源只能说明 ZenLeak 的页面、方法或历史快照，不能作为外部平台效果证明。"
  ]
}