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        "submitted_urls": 39,
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        "snapshot_at": "2026-09-13 04:01:07",
        "sitemap_url": "https://marin-t-kael.de/sitemap-0.xml",
        "is_index_sitemap": 0,
        "is_pending": 0,
        "last_submitted": "2026-05-20T12:30:40.785Z",
        "last_downloaded": "2026-05-29T04:44:04.819Z",
        "warnings": 8,
        "errors": 0,
        "submitted_urls": 39,
        "indexed_urls": 0,
        "raw": "{\"path\":\"https://marin-t-kael.de/sitemap-0.xml\",\"lastSubmitted\":\"2026-05-20T12:30:40.785Z\",\"isPending\":false,\"isSitemapsIndex\":false,\"type\":\"sitemap\",\"lastDownloaded\":\"2026-05-29T04:44:04.819Z\",\"warnings\":\"8\",\"errors\":\"0\",\"contents\":[{\"type\":\"web\",\"submitted\":\"39\",\"indexed\":\"0\"}]}"
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    ],
    "gsc_url_inspection": [
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        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:31",
        "url": "https://marin-t-kael.de",
        "coverage_state": "Gesendet und indexiert",
        "verdict": "PASS",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "INDEXING_ALLOWED",
        "last_crawl_time": "2026-09-11T14:26:15Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
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        "sitemap": null,
        "user_canonical": "https://marin-t-kael.de/",
        "google_canonical": "https://marin-t-kael.de",
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      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:31",
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        "coverage_state": "Gesendet und indexiert",
        "verdict": "PASS",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "INDEXING_ALLOWED",
        "last_crawl_time": "2026-09-08T15:17:52Z",
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        "user_canonical": "https://marin-t-kael.de/buch",
        "google_canonical": "https://marin-t-kael.de/buch",
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=LKGEbWbCOzn-gN0LphYUSA&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"PASS\",\"coverageState\":\"Gesendet und indexiert\",\"robotsTxtState\":\"ALLOWED\",\"indexingState\":\"INDEXING_ALLOWED\",\"lastCrawlTime\":\"2026-09-08T15:17:52Z\",\"pageFetchState\":\"SUCCESSFUL\",\"googleCanonical\":\"https://marin-t-kael.de/buch\",\"userCanonical\":\"https://marin-t-kael.de/buch\",\"referringUrls\":[\"https://marin-t-kael.de/en/book\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"},\"richResultsResult\":{\"verdict\":\"PASS\",\"detectedItems\":[{\"richResultType\":\"Navigationspfade\",\"items\":[{\"name\":\"Unbenanntes Element\"}]}]}}"
      },
      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:31",
        "url": "https://marin-t-kael.de/datenschutz",
        "coverage_state": "Durch robots.txt-Datei blockiert",
        "verdict": "NEUTRAL",
        "robots_txt_state": "DISALLOWED",
        "indexing_state": "INDEXING_STATE_UNSPECIFIED",
        "last_crawl_time": "2026-07-13T01:12:11Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "BLOCKED_ROBOTS_TXT",
        "referring_urls": "[\"https://marin-t-kael.de/welt\",\"https://marin-t-kael.de/\"]",
        "sitemap": null,
        "user_canonical": null,
        "google_canonical": null,
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=IAHd_8bFIE6Cq36b9aWiSQ&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"NEUTRAL\",\"coverageState\":\"Durch robots.txt-Datei blockiert\",\"robotsTxtState\":\"DISALLOWED\",\"indexingState\":\"INDEXING_STATE_UNSPECIFIED\",\"lastCrawlTime\":\"2026-07-13T01:12:11Z\",\"pageFetchState\":\"BLOCKED_ROBOTS_TXT\",\"referringUrls\":[\"https://marin-t-kael.de/welt\",\"https://marin-t-kael.de/\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"}}"
      },
      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:32",
        "url": "https://marin-t-kael.de/en",
        "coverage_state": "Gesendet und indexiert",
        "verdict": "PASS",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "INDEXING_ALLOWED",
        "last_crawl_time": "2026-09-06T17:04:39Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
        "referring_urls": "[\"https://marin-t-kael.de/research/berichte/03-gefunden-nicht-empfohlen\",\"https://marin-t-kael.de/\"]",
        "sitemap": null,
        "user_canonical": "https://marin-t-kael.de/en",
        "google_canonical": "https://marin-t-kael.de/en",
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=9_vyshPA2URv11KnxfSCag&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"PASS\",\"coverageState\":\"Gesendet und indexiert\",\"robotsTxtState\":\"ALLOWED\",\"indexingState\":\"INDEXING_ALLOWED\",\"lastCrawlTime\":\"2026-09-06T17:04:39Z\",\"pageFetchState\":\"SUCCESSFUL\",\"googleCanonical\":\"https://marin-t-kael.de/en\",\"userCanonical\":\"https://marin-t-kael.de/en\",\"referringUrls\":[\"https://marin-t-kael.de/research/berichte/03-gefunden-nicht-empfohlen\",\"https://marin-t-kael.de/\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"}}"
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      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:32",
        "url": "https://marin-t-kael.de/en/book",
        "coverage_state": "Gesendet und indexiert",
        "verdict": "PASS",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "INDEXING_ALLOWED",
        "last_crawl_time": "2026-09-04T14:06:10Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
        "referring_urls": "[\"https://marin-t-kael.de/en/research\",\"https://marin-t-kael.de/en/research/zero-to-cited?utm_source=devto\",\"https://marin-t-kael.de/buch\"]",
        "sitemap": null,
        "user_canonical": "https://marin-t-kael.de/en/book",
        "google_canonical": "https://marin-t-kael.de/en/book",
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=O7OdvzZS0YUbJ66E-E8Stw&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"PASS\",\"coverageState\":\"Gesendet und indexiert\",\"robotsTxtState\":\"ALLOWED\",\"indexingState\":\"INDEXING_ALLOWED\",\"lastCrawlTime\":\"2026-09-04T14:06:10Z\",\"pageFetchState\":\"SUCCESSFUL\",\"googleCanonical\":\"https://marin-t-kael.de/en/book\",\"userCanonical\":\"https://marin-t-kael.de/en/book\",\"referringUrls\":[\"https://marin-t-kael.de/en/research\",\"https://marin-t-kael.de/en/research/zero-to-cited?utm_source=devto\",\"https://marin-t-kael.de/buch\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"},\"richResultsResult\":{\"verdict\":\"PASS\",\"detectedItems\":[{\"richResultType\":\"Navigationspfade\",\"items\":[{\"name\":\"Unbenanntes Element\"}]}]}}"
      },
      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:32",
        "url": "https://marin-t-kael.de/en/faq",
        "coverage_state": "Gesendet und indexiert",
        "verdict": "PASS",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "INDEXING_ALLOWED",
        "last_crawl_time": "2026-08-26T01:20:30Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
        "referring_urls": "[\"https://marin-t-kael.de/faq\"]",
        "sitemap": null,
        "user_canonical": "https://marin-t-kael.de/en/faq",
        "google_canonical": "https://marin-t-kael.de/en/faq",
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=yjqO5EHouJKysVdTYybyfg&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"PASS\",\"coverageState\":\"Gesendet und indexiert\",\"robotsTxtState\":\"ALLOWED\",\"indexingState\":\"INDEXING_ALLOWED\",\"lastCrawlTime\":\"2026-08-26T01:20:30Z\",\"pageFetchState\":\"SUCCESSFUL\",\"googleCanonical\":\"https://marin-t-kael.de/en/faq\",\"userCanonical\":\"https://marin-t-kael.de/en/faq\",\"referringUrls\":[\"https://marin-t-kael.de/faq\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"},\"richResultsResult\":{\"verdict\":\"PASS\",\"detectedItems\":[{\"richResultType\":\"Navigationspfade\",\"items\":[{\"name\":\"Unbenanntes Element\"}]}]}}"
      },
      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:32",
        "url": "https://marin-t-kael.de/en/glossary",
        "coverage_state": "Gesendet und indexiert",
        "verdict": "PASS",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "INDEXING_ALLOWED",
        "last_crawl_time": "2026-09-03T05:31:09Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
        "referring_urls": "[\"https://marin-t-kael.de/glossar\",\"https://marin-t-kael.de/en/research/zero-to-cited?utm_source=devto\",\"https://marin-t-kael.de/en\"]",
        "sitemap": null,
        "user_canonical": "https://marin-t-kael.de/en/glossary",
        "google_canonical": "https://marin-t-kael.de/en/glossary",
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=iSXSs_QmtVxQeg2KmZ00nw&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"PASS\",\"coverageState\":\"Gesendet und indexiert\",\"robotsTxtState\":\"ALLOWED\",\"indexingState\":\"INDEXING_ALLOWED\",\"lastCrawlTime\":\"2026-09-03T05:31:09Z\",\"pageFetchState\":\"SUCCESSFUL\",\"googleCanonical\":\"https://marin-t-kael.de/en/glossary\",\"userCanonical\":\"https://marin-t-kael.de/en/glossary\",\"referringUrls\":[\"https://marin-t-kael.de/glossar\",\"https://marin-t-kael.de/en/research/zero-to-cited?utm_source=devto\",\"https://marin-t-kael.de/en\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"},\"richResultsResult\":{\"verdict\":\"PASS\",\"detectedItems\":[{\"richResultType\":\"Navigationspfade\",\"items\":[{\"name\":\"Unbenanntes Element\"}]}]}}"
      },
      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:32",
        "url": "https://marin-t-kael.de/en/imprint",
        "coverage_state": "Durch \"noindex\"-Tag ausgeschlossen",
        "verdict": "NEUTRAL",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "BLOCKED_BY_META_TAG",
        "last_crawl_time": "2026-07-10T08:21:15Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
        "referring_urls": "[\"https://marin-t-kael.de/en/book\",\"https://marin-t-kael.de/sitemap-0.xml\"]",
        "sitemap": null,
        "user_canonical": "https://marin-t-kael.de/en/imprint",
        "google_canonical": "https://marin-t-kael.de/en/imprint",
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=Hodx-joHC2Nn8gvGPCykfw&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"NEUTRAL\",\"coverageState\":\"Durch \\\"noindex\\\"-Tag ausgeschlossen\",\"robotsTxtState\":\"ALLOWED\",\"indexingState\":\"BLOCKED_BY_META_TAG\",\"lastCrawlTime\":\"2026-07-10T08:21:15Z\",\"pageFetchState\":\"SUCCESSFUL\",\"googleCanonical\":\"https://marin-t-kael.de/en/imprint\",\"userCanonical\":\"https://marin-t-kael.de/en/imprint\",\"referringUrls\":[\"https://marin-t-kael.de/en/book\",\"https://marin-t-kael.de/sitemap-0.xml\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"}}"
      },
      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:33",
        "url": "https://marin-t-kael.de/en/newsletter",
        "coverage_state": "Gesendet und indexiert",
        "verdict": "PASS",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "INDEXING_ALLOWED",
        "last_crawl_time": "2026-08-26T06:20:29Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
        "referring_urls": "[\"https://marin-t-kael.de/en/book\",\"https://marin-t-kael.de/newsletter\"]",
        "sitemap": null,
        "user_canonical": "https://marin-t-kael.de/en/newsletter",
        "google_canonical": "https://marin-t-kael.de/en/newsletter",
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=XPwfQ1r_y-doD4o9BB4ySQ&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"PASS\",\"coverageState\":\"Gesendet und indexiert\",\"robotsTxtState\":\"ALLOWED\",\"indexingState\":\"INDEXING_ALLOWED\",\"lastCrawlTime\":\"2026-08-26T06:20:29Z\",\"pageFetchState\":\"SUCCESSFUL\",\"googleCanonical\":\"https://marin-t-kael.de/en/newsletter\",\"userCanonical\":\"https://marin-t-kael.de/en/newsletter\",\"referringUrls\":[\"https://marin-t-kael.de/en/book\",\"https://marin-t-kael.de/newsletter\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"},\"richResultsResult\":{\"verdict\":\"PASS\",\"detectedItems\":[{\"richResultType\":\"Navigationspfade\",\"items\":[{\"name\":\"Unbenanntes Element\"}]}]}}"
      },
      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:33",
        "url": "https://marin-t-kael.de/en/press",
        "coverage_state": "Gesendet und indexiert",
        "verdict": "PASS",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "INDEXING_ALLOWED",
        "last_crawl_time": "2026-08-26T14:33:11Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
        "referring_urls": "[\"https://marin-t-kael.de/presse\"]",
        "sitemap": null,
        "user_canonical": "https://marin-t-kael.de/en/press",
        "google_canonical": "https://marin-t-kael.de/en/press",
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=VdFuzK9Go0VWFmt6m4a95A&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"PASS\",\"coverageState\":\"Gesendet und indexiert\",\"robotsTxtState\":\"ALLOWED\",\"indexingState\":\"INDEXING_ALLOWED\",\"lastCrawlTime\":\"2026-08-26T14:33:11Z\",\"pageFetchState\":\"SUCCESSFUL\",\"googleCanonical\":\"https://marin-t-kael.de/en/press\",\"userCanonical\":\"https://marin-t-kael.de/en/press\",\"referringUrls\":[\"https://marin-t-kael.de/presse\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"},\"richResultsResult\":{\"verdict\":\"PASS\",\"detectedItems\":[{\"richResultType\":\"Navigationspfade\",\"items\":[{\"name\":\"Unbenanntes Element\"}]}]}}"
      },
      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:33",
        "url": "https://marin-t-kael.de/en/privacy",
        "coverage_state": "Durch \"noindex\"-Tag ausgeschlossen",
        "verdict": "NEUTRAL",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "BLOCKED_BY_META_TAG",
        "last_crawl_time": "2026-08-20T02:11:32Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
        "referring_urls": "[\"https://marin-t-kael.de/en/research/zero-to-cited?utm_source=devto\",\"https://marin-t-kael.de/sitemap-0.xml\"]",
        "sitemap": null,
        "user_canonical": "https://marin-t-kael.de/en/privacy",
        "google_canonical": "https://marin-t-kael.de/en/privacy",
        "raw": "{\"inspectionResultLink\":\"https://search.google.com/search-console/inspect?resource_id=sc-domain:marin-t-kael.de&id=0pimrI178WgXq-GxN41xtw&utm_medium=link&utm_source=api\",\"indexStatusResult\":{\"verdict\":\"NEUTRAL\",\"coverageState\":\"Durch \\\"noindex\\\"-Tag ausgeschlossen\",\"robotsTxtState\":\"ALLOWED\",\"indexingState\":\"BLOCKED_BY_META_TAG\",\"lastCrawlTime\":\"2026-08-20T02:11:32Z\",\"pageFetchState\":\"SUCCESSFUL\",\"googleCanonical\":\"https://marin-t-kael.de/en/privacy\",\"userCanonical\":\"https://marin-t-kael.de/en/privacy\",\"referringUrls\":[\"https://marin-t-kael.de/en/research/zero-to-cited?utm_source=devto\",\"https://marin-t-kael.de/sitemap-0.xml\"],\"crawledAs\":\"MOBILE\"},\"mobileUsabilityResult\":{\"verdict\":\"VERDICT_UNSPECIFIED\"}}"
      },
      {
        "run_id": "da226d31-ee58-457c-9b71-e8a2abc0b4ec",
        "snapshot_at": "2026-09-13 04:03:33",
        "url": "https://marin-t-kael.de/en/research",
        "coverage_state": "Gesendet und indexiert",
        "verdict": "PASS",
        "robots_txt_state": "ALLOWED",
        "indexing_state": "INDEXING_ALLOWED",
        "last_crawl_time": "2026-08-25T13:02:22Z",
        "crawled_as": "MOBILE",
        "page_fetch_state": "SUCCESSFUL",
        "referring_urls": "[\"https://idf.social/tags/Research\",\"https://marin-t-kael.de/research\",\"https://marin-t-kael.de/sitemap-0.xml\"]",
        "sitemap": null,
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      "control_channel_percent": null,
      "echo_bias_inflation_pp": null,
      "by_provider": "{\"Gemini\":{\"score\":6,\"n\":16,\"n_llms\":1,\"llms\":[\"gemini\"],\"percent\":12.5,\"avg_score\":0.38},\"OpenAI\":{\"score\":12,\"n\":16,\"n_llms\":1,\"llms\":[\"openai_search\"],\"percent\":25,\"avg_score\":0.75}}",
      "run_at": "2026-09-13 04:01:05"
    },
    "claude_web": {
      "id": 196,
      "run_ts": "2026-09-12T06:13:36+00:00",
      "scored_at": "2026-09-12T06:13:36+00:00",
      "total_rows": 48,
      "total_score": 0,
      "by_model_json": "{\"claude-haiku-4-5-20251001\":{\"score\":0,\"n\":0,\"n_error\":16,\"percent\":null},\"claude-sonnet-4-6\":{\"score\":0,\"n\":0,\"n_error\":16,\"percent\":null},\"claude-opus-4-8\":{\"score\":0,\"n\":0,\"n_error\":16,\"percent\":null}}",
      "by_category_json": "{\"Direct\":{\"score\":0,\"n\":0,\"percent\":null},\"Genre\":{\"score\":0,\"n\":0,\"percent\":null},\"LongTail\":{\"score\":0,\"n\":0,\"percent\":null},\"CompCluster\":{\"score\":0,\"n\":0,\"percent\":null},\"Research\":{\"score\":0,\"n\":0,\"percent\":null},\"GenreRecommend\":{\"score\":0,\"n\":0,\"percent\":null}}",
      "pushed_at": "2026-09-12 06:14:00",
      "by_model": {
        "claude-haiku-4-5-20251001": {
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          "percent": null
        },
        "claude-sonnet-4-6": {
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        },
        "claude-opus-4-8": {
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      "by_category": {
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        },
        "Genre": {
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        },
        "CompCluster": {
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        },
        "GenreRecommend": {
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          "n": 0,
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        }
      }
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      "percent": 18.8,
      "datapoints": 32,
      "providers": {
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          "percent": 25,
          "datapoints": 16,
          "model": "gpt-4o-mini-search-preview",
          "channel": "web",
          "direct": {
            "percent": 66.7,
            "datapoints": 4
          },
          "discovery": {
            "percent": 11.1,
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          },
          "direct_pure": {
            "percent": 88.9,
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          },
          "research": {
            "percent": 0,
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          },
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            "percent": 66.7,
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          "discovery_pure": {
            "percent": 0,
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        },
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          "percent": 12.5,
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            "percent": 50,
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          "discovery_pure": {
            "percent": 0,
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      "method": "simple_provider_average",
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        "percent": 58.4,
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      },
      "discovery_channel": {
        "percent": 5.6,
        "datapoints": 24,
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      },
      "direct_pure_channel": {
        "percent": 77.8,
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      "research_channel": {
        "percent": 0,
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      "longtail_channel": {
        "percent": 33.4,
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      },
      "discovery_pure_channel": {
        "percent": 0,
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        "n_providers": 2
      }
    },
    "training_data_watch": {
      "method": "echo_proof_blind_question_mention",
      "non_web_models": [
        "claude",
        "claude_opus",
        "claude_sonnet"
      ],
      "blind_categories": [
        "Genre",
        "CompCluster",
        "GenreRecommend"
      ],
      "latest_run_hits": 0,
      "ever_hits": 0,
      "ever_models": 0,
      "appeared": false,
      "first_seen": null
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    "measured_at": "2026-09-13 04:08:03",
    "cadence": {
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      "since": "2026-08-19"
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  "field4_voice_konsistenz": {
    "note": "Erfasst über separate style_lint-Pipeline (CI auf Marin-Repo, MIT-lizenziert)"
  },
  "data_gaps": [
    {
      "channel": "method_dedupe",
      "gap_start": "2026-05-13",
      "gap_end": "2026-08-21",
      "reason": "METHODIK-KORREKTUR (keine Luecke), Fortsetzung von Eintrag 7: Die Doppelzeilen-Korrektur vom 03.09. deckte nur die Ankertage 22.08. bis 03.09. ab. Eine vollstaendige Zaehlung am 04.09. zeigt dieselbe Verdopplung im gesamten Zeitraum davor: 4690 Gruppen aus (Lauf, Modell, Frage) mit mehr als einer Nicht-Fehler-Zeile (Mai 2272, Juni 1984, Juli 1024, August 480 Gruppen). Ursache wie bei Eintrag 7 der wiederholte Stufen-Aufruf; zusaetzlich war das Schreiben der Antworten nicht idempotent, sodass jede Wiederholung einen zweiten vollstaendigen Satz anlegte. Anders als am 03.09. wird NICHT im Bestand geloescht: 687 der Gruppen tragen bei gleichem Score unterschiedlichen Antworttext, der Forschungsmaterial ist (Quellen-Parsing, Einbettungen, Drift-Analyse). Stattdessen dedupliziert ab 04.09. jede Auswertung selbst: je Lauf und (Modell, Frage) genau eine Zeile, eine Fehlerzeile verliert gegen eine echte Antwort, unter gleichrangigen Zeilen gewinnt die zuletzt geschriebene. Die historischen Snapshots sind nicht betroffen, weil sie vor dem Eintreffen der Doppelzeilen geschrieben wurden (belegt am 18.08.: Snapshot 04:04:36 mit 80 Datenpunkten, zweiter Zeilensatz 04:04:52). Betroffen war die live aus dem Bestand gerechnete Kanal-Kennzahl in /api/latest. Offen: 98 Gruppen, deren Wiederholungen unterschiedlich bewertet wurden; sie werden einzeln geklaert, bevor eine Reaggregation der Historie laeuft.",
      "reason_en": null
    },
    {
      "channel": "method_dedupe",
      "gap_start": "2026-05-13",
      "gap_end": "2026-09-04",
      "reason": "METHODIK-KORREKTUR (keine Luecke), Abschluss der Eintraege 7 und 9: In 32 Faellen wurde dieselbe Frage innerhalb eines Messlaufs mehrfach beantwortet und unterschiedlich bewertet (Mai 5, Juni 11, Juli 5, August 11), meist durch Wiederholungen aus der Aufbauphase Stunden nach dem planmaessigen Lauf. Bisher zaehlte die zuletzt geschriebene Antwort. Seit dem 04.09.2026 zaehlt die Antwort, die dem planmaessigen Messzeitpunkt am naechsten liegt; fehlgeschlagene Anfragen sind keine Messpunkte. Alle Messtage wurden mit dieser Regel neu ausgewertet.",
      "reason_en": "METHOD CORRECTION (no gap), closing entries 7 and 9: In 32 cases the same question was answered more than once within a measurement run and scored differently (May 5, June 11, July 5, August 11), mostly through repetitions from the build-up phase hours after the scheduled run. Previously the last written answer counted. Since 4 September 2026 the answer closest to the scheduled measurement time counts; failed requests are not data points. All measurement days were re-evaluated with this rule."
    },
    {
      "channel": "claude_web",
      "gap_start": "2026-06-01",
      "gap_end": "2026-09-04",
      "reason": "METHODIK-HINWEIS (keine Luecke): In der claude.ai-Messumgebung war ein Konnektor zur eigenen Weltdatenbank der Saga aktiviert. In 47 Antworten auf Frage GR5 (01.06.-19.08.) sowie einzelnen Antworten auf GR2/GR4 bis 04.09. nannte das Modell diesen Konnektor statt einer Websuche-Quelle. Alle diese Antworten wurden als genre_baseline_no_marin (0) gewertet; die Kennzahlen sind unberuehrt. Die Nennungen wurden im Datensatz und im Archiv redigiert ([Konnektor der Messumgebung]); der Konnektor ist seit 04.09. in der Messumgebung deaktiviert.",
      "reason_en": "METHOD NOTE (not a gap): the claude.ai measurement environment had a connector to the saga's own world database enabled. In 47 answers to question GR5 (1 Jun-19 Aug) and a few answers to GR2/GR4 until 4 Sep the model referred to this connector instead of a web-search source. All of these answers were scored genre_baseline_no_marin (0); the headline figures are unaffected. The mentions were redacted in the dataset and archive ([connector of the measurement environment]); the connector has been disabled in the measurement environment since 4 Sep."
    },
    {
      "channel": "claude_web",
      "gap_start": "2026-07-05",
      "gap_end": "2026-07-21",
      "reason": "Messkanal-Ausfall: die claude.ai-Messung wurde nach einer Umstellung der Ablaufsteuerung nicht mehr ausgeloest und die claude.ai-Browsersitzung war offline. Claude-Tiers (Haiku/Sonnet/Opus) fehlen fuer diese 17 Tage; Primaer-/Kombiniert-Wert basiert in dem Fenster auf 2 Anbietern (OpenAI+Gemini). Nicht rueckwirkend messbar (Live-Messung). Behoben 2026-07-22: taeglicher automatischer Messlauf.",
      "reason_en": "Measurement-channel outage: the claude.ai measurement stopped being triggered after a scheduling change, and the claude.ai browser session was offline. Claude tiers (Haiku/Sonnet/Opus) are missing for these 17 days; the primary/combined value is based on 2 providers (OpenAI+Gemini) in that window. Not retroactively measurable (live measurement). Fixed 2026-07-22: daily automated measurement run."
    },
    {
      "channel": "openai_search",
      "gap_start": "2026-07-24",
      "gap_end": "2026-08-06",
      "reason": "Messkanal-Ausfall LAUFEND (Ursache 06.08. per Direkt-Test verifiziert): OpenAI-API-Konto OHNE CREDITS (credit_balance_exhausted) seit ~24.07. — kein Timeout, kein Gateway-Defekt. AbortError-Eintraege waren Sekundaerartefakt der 429-Backoff-Kaskade (50s Sleeps rissen das Chunk-Race). Fix deployed 06.08. (Worker 88fa700b): quota-Fehler = fail-fast Marker openai_quota_exhausted + degraded_channels-Warnung im Stage-Result. RESTORE-Bedingung: Betreiber laedt OpenAI-Credits auf (manuelle Freigabe), dann gap_end setzen. || RESTORED 2026-08-06 ~17:2x CEST: Credits wurden aufgeladen; Direkt-Test 17s OK; manueller Stage-Nachlauf (run 304eb03e) liefert openai_search wieder live-Datapoints. Gap final: 24.07.-06.08.",
      "reason_en": null
    },
    {
      "channel": "bing_index",
      "gap_start": "2026-08-01",
      "gap_end": "2026-09-08",
      "reason": "Die Bing-Webmaster-Schnittstelle beantwortet die Index-Abfrage seit dem 01.08.2026 an keinem Tag mehr mit einem Status (742 von 742 Zeilen im August ohne Wert, 710 davon HTTP 400; erste Fehler im Juli). Der Kanal liefert also keine Nullwerte, sondern gar keine Messung. Die Anzeige auf der Ergebnisseite stand bis zum 08.09.2026 auf 0 von 25 und wurde auf nicht messbar umgestellt. Ursache der 400er noch offen, Dauer laeuft weiter. NACHTRAG 09.09.2026: Ursache geklaert. Der Zugangsschluessel war gueltig, aber die Eigentuemer-Bestaetigung der Adresse war verloren gegangen; jede Einzelabfrage endete deshalb in NotAuthorized. Die Bestaetigungsdatei wird seit dem 09.09. wieder ausgeliefert, die Bestaetigung ist wiederhergestellt und Einzelabfragen liefern wieder Werte. Der Kanal misst trotzdem noch nicht: die Abfragen der Erhebungsumgebung werden von Bing IP-seitig gedrosselt (ThrottleIP, 30 von 30 Adressen), waehrend dieselbe Abfrage aus einem anderen Netz zur selben Minute HTTP 200 liefert. Die Luecke bleibt deshalb offen.",
      "reason_en": "Since 1 August 2026 the Bing Webmaster interface has returned no status for the index query on any day (742 of 742 rows in August without a value, 710 of them HTTP 400; first errors in July). The channel therefore yields no zeros but no measurement at all. The results page showed 0 of 25 until 8 September 2026 and now reads not measurable. The cause of the 400s is still open and the gap is ongoing. ADDENDUM 2026-09-09: cause identified. The access key was valid, but ownership verification of the address had lapsed, so every per-URL call returned NotAuthorized. The verification file has been served again since 2026-09-09, verification is restored, and per-URL calls return values again. The channel still does not measure: calls from the collection environment are throttled by Bing at the network level (ThrottleIP, 30 of 30 addresses), while the same call from a different network returned HTTP 200 in the same minute. The gap therefore remains open."
    },
    {
      "channel": "openai_search",
      "gap_start": "2026-08-18",
      "gap_end": "2026-08-19",
      "reason": "Messkanal-Ausfall, ZWEITER Vorfall (Erster: 24.07.-06.08.): OpenAI-API-Konto erneut OHNE CREDITS (insufficient_quota, per Direkt-Test 19.08. verifiziert), 12 Tage nach der Aufladung vom 06.08. Verbrauch ca. 29 Search-Calls/Tag (gpt-4o-mini-search-preview). Betroffen: 18.08. (32 Fehlerzeilen, Tag nicht rueckwirkend messbar, Primaer-Wert nur Gemini) und 19.08. (nach Aufladung am 19.08. ~09:40 UTC Stage nachgefahren = echter Messwert, kein Gap). ZUSAETZLICH am 19.08. behoben: die Live-Stage-Aggregation zaehlte Fehlerzeilen als Datenpunkte (0% zitiert) und drueckte den kombinierten Wert (11,1% statt ~16,7%); seit Worker 3fd56929 sind Fehlerzeilen kein Messpunkt mehr und Provider ohne valide Antwort erscheinen als unavailable (Luecke ist kein Nullwert). Dauerhafte Vorbeugung: Auto-Recharge im OpenAI-Billing (Betreiber).",
      "reason_en": "Measurement-channel outage, SECOND incident (first: 24 Jul-06 Aug): the OpenAI API account ran out of credits again (insufficient_quota, verified by direct test on 19 Aug), 12 days after the top-up of 06 Aug; consumption ~29 search calls/day (gpt-4o-mini-search-preview). Affected: 18 Aug (32 error rows, not retroactively measurable, primary value Gemini-only) and 19 Aug (after the top-up on 19 Aug ~09:40 UTC the stage was re-run = real measurement, no gap). Also fixed on 19 Aug: the live stage aggregation had counted error rows as datapoints (0% cited), depressing the combined value (11.1% instead of ~16.7%); since worker 3fd56929 error rows are no longer datapoints and providers without a valid answer appear as unavailable (a gap is not a zero). Durable prevention: auto-recharge in OpenAI billing (operator)."
    },
    {
      "channel": "method_cadence",
      "gap_start": "2026-08-19",
      "gap_end": "2026-08-19",
      "reason": "METHODIK-AENDERUNG (keine Luecke): KI-Zitations-Messung (OpenAI/Gemini/Claude-Batch) laeuft ab 19.08. alle 3 Tage statt taeglich (Messtage 19., 22., 25.08. ...). Begruendung aus 50 Tagen Daten: Tag-zu-Tag-Autokorrelation 0,02 (Tageswerte sind Rauschen um ein stabiles Niveau), 3-Tage-Mittel halbiert die Streuung, Kosten dritteln sich. Zeitreihe bleibt vergleichbar (gleiche 16 Fragen, gleiche Anbieter, gleiches Scoring); an Zwischentagen zeigt das Dashboard den juengsten Messtag (Messdatum explizit). Gleichzeitig Kennzahl-Split in drei Kanaele (Direkt / Saga-Wissen / Empfehlung), Kombi-Wert bleibt als Kontinuitaet.",
      "reason_en": "METHOD CHANGE (not a gap): the AI-citation measurement (OpenAI/Gemini/Claude batch) runs every 3 days instead of daily from 19 Aug (measurement days 19, 22, 25 Aug ...). Rationale from 50 days of data: day-to-day autocorrelation 0.02 (daily values are noise around a stable level), 3-day means halve the spread, cost drops to a third. The series stays comparable (same 16 questions, providers, scoring); on in-between days the dashboard shows the latest measurement day (date shown explicitly). At the same time the headline was split into three channels (Direct / Saga knowledge / Recommendation); the combined value remains for continuity."
    },
    {
      "channel": "method_dedupe",
      "gap_start": "2026-08-22",
      "gap_end": "2026-09-03",
      "reason": "METHODIK-KORREKTUR (keine Luecke): An den Ankertagen 22.08., 25.08., 28.08., 31.08. und 03.09. standen Gemini und OpenAI-Search mit 32 Zeilen fuer 16 Fragen in ai_citation_results (identische Antwort und Score, ~50 s auseinander). Ursache im Worker: der Workflow-Step finalize-aggregate rief die komplette Live-Stage ai_citation erneut auf statt nur den Snapshot zu reaggregieren; an Nicht-Ankertagen erzeugte derselbe Step 16 ungeplante Zeilen trotz 3-Tage-Kadenz. Folge: Doppelgewicht der Web-Kanaele in der Aggregation. Korrektur 03.09.: Doppelzeilen entfernt (aelteste je Frage bleibt), Snapshots reaggregiert. Kombinierter Wert vorher/nachher: 22.08. 11,5/6,9 · 25.08. 8,0/5,0 · 28.08. 12,1/8,5 · 31.08. 12,6/9,0 · 03.09. 9,9/8,8 Prozent. Der Bericht 03 vom 19.08. ist nicht betroffen (Daten bis 19.08.). Worker-Fix: finalize-aggregate ruft reaggregateSnapshot.",
      "reason_en": "METHOD CORRECTION (no gap): on the anchor days 22, 25, 28, 31 Aug and 3 Sep, Gemini and OpenAI Search had 32 rows for 16 questions in ai_citation_results (identical answer and score, ~50 s apart). Root cause in the Worker: the workflow step finalize-aggregate re-ran the full live stage ai_citation instead of only reaggregating the snapshot; on non-anchor days the same step produced 16 unplanned rows despite the 3-day cadence. Effect: double weight of the web channels in the aggregation. Correction 3 Sep: duplicate rows removed (oldest per question kept), snapshots reaggregated. Combined value before/after: 22 Aug 11.5/6.9, 25 Aug 8.0/5.0, 28 Aug 12.1/8.5, 31 Aug 12.6/9.0, 3 Sep 9.9/8.8 percent. Report 03 of 19 Aug is unaffected (data through 19 Aug). Worker fix: finalize-aggregate calls reaggregateSnapshot."
    },
    {
      "channel": "claude_web",
      "gap_start": "2026-08-23",
      "gap_end": "2026-08-23",
      "reason": "Messausfall: Der claude.ai-Messlauf vom 23.08.2026 hat alle 48 Zeilen (3 Modellstufen x 16 Fragen) mit Fehlerstatus geschrieben, also keine einzige verwertbare Antwort. Der Lauf steht deshalb mit n=0 und ohne Prozentwert im Aggregat und geht weder in die Kopfzahl noch in den Verlauf ein; eine Luecke ist kein Nullwert. Der 23.08. war kein Ankertag, die 3-Tage-Kadenz (19., 22., 25.08.) bleibt unberuehrt. Folge fuer Auswertungen auf Frage-Ebene: fuer Claude-Web stehen seit dem 19.08. zehn statt elf Wiederholungen je Frage zur Verfuegung. Nachtraeglich messen ist nicht moeglich, weil eine Messung immer den Stand ihres Tages festhaelt. Befund vom 07.09.2026.",
      "reason_en": "Measurement failure: the claude.ai run of 2026-08-23 wrote all 48 rows (3 model tiers x 16 questions) with error status, so not a single usable answer. The run therefore appears in the aggregate with n=0 and no percentage and enters neither the headline figure nor the trend; a gap is not a zero. 23 Aug was not an anchor day, so the three-day cadence (19, 22, 25 Aug) is unaffected. Consequence for question-level analyses: Claude-Web offers ten instead of eleven repeats per question since 19 Aug. Retroactive measurement is impossible because a measurement always records the state of its own day. Detected 2026-09-07."
    },
    {
      "channel": "intervention_third_party_listing",
      "gap_start": "2026-08-27",
      "gap_end": "2026-08-27",
      "reason": "Dokumentierter Eingriff, KEIN Messausfall: Eintrag des Programms in die kuratierte Fremdliste DavidHuji/Awesome-GEO eingereicht (PR #17, Paper-DOI + CC-BY-Datensatz). Erste nicht selbst publizierte Nennung, falls gemergt. Anlass: Fachbefund vom 21.08. (r/GEO_optimization), wonach der Empfehlungskanal an Drittquellen-Evidenz haengt und nicht an Entitaets-Erkennung. Zweiter, separat datierter Eingriff folgt am 22.09. (Buch-Erscheinen).",
      "reason_en": "Documented intervention, NOT a measurement gap: submitted the programme to the third-party curated list DavidHuji/Awesome-GEO (PR #17, paper DOI + CC-BY dataset). First non-self-published mention if merged. Prompted by the 21 Aug expert finding on r/GEO_optimization that the recommendation channel is gated by third-party evidence rather than entity recognition. A second, separately dated intervention follows on 22 Sep (book release)."
    },
    {
      "channel": "claude_web",
      "gap_start": "2026-08-31",
      "gap_end": "2026-09-03",
      "reason": "Messausfall des Anbieters Claude (Web) an einem Ankertag: Am 31.08.2026 lief die claude.ai-Messung nicht, weil die Messumgebung vom 29.08. bis 01.09.2026 vier Tage still ausfiel. Die Kopfzahl combined_primary des 31.08. beruht deshalb auf zwei statt drei Anbietern (OpenAI 22,9 %, Gemini 20,8 %, Ergebnis 21,9 %). Nachmessen ist nicht moeglich, eine Luecke ist kein Nullwert. Der Ankertag 03.09.2026 hat aus demselben Grund keine eigene Claude-Messung; sein Punkt traegt die Claude-Messung vom 02.09. Quelle: claude_web_snapshots gegen das Ankerraster ab 19.08.2026.",
      "reason_en": "Missing measurement for provider Claude (web) on an anchor day: on 2026-08-31 the claude.ai run did not execute because the measurement environment was down for four days, 2026-08-29 to 2026-09-01. The headline figure combined_primary for 2026-08-31 therefore rests on two providers instead of three (OpenAI 22.9%, Gemini 20.8%, result 21.9%). It cannot be measured retroactively; a gap is not a zero. The anchor day 2026-09-03 has no Claude measurement of its own for the same reason; its point carries the Claude measurement of 2026-09-02. Source: claude_web_snapshots against the anchor grid from 2026-08-19."
    },
    {
      "channel": "openai_search",
      "gap_start": "2026-09-03",
      "gap_end": "2026-09-03",
      "reason": "Messkanal-Ausfall LAUFEND, DRITTER Vorfall (1.: 24.07.-06.08., 2.: 18.-19.08.): OpenAI-API-Konto erneut OHNE CREDITS (openai_quota_exhausted in allen 32 openai_search-Zeilen des Runs 30f44ad7 am 03.09. 04:03 UTC; 31.08.-02.09. fehlerfrei), 15 Tage nach der Aufladung vom 19.08. Verbrauch ca. 29 Search-Calls/Tag (gpt-4o-mini-search-preview). Primaer-Wert bis zur Aufladung nur Gemini plus Claude-Batch; Luecke ist kein Nullwert (unavailable_llms_v271=[openai_search]). gap_end vorlaeufig = Meldetag, wird nach der Aufladung nachgezogen. NACHTRAG: Aufladung 03.09. mittags (Betreiber), Stage um 12:12 UTC nachgefahren = echter Messwert fuer den 03.09., kein Gap mehr; Eintrag bleibt als Beleg des Vorfalls.",
      "reason_en": "Measurement channel outage ONGOING, THIRD incident (1st: 24 Jul-6 Aug, 2nd: 18-19 Aug): OpenAI API account out of credits again (openai_quota_exhausted in all 32 openai_search rows of run 30f44ad7 on 3 Sep 04:03 UTC; 31 Aug-2 Sep error-free), 15 days after the top-up of 19 Aug. Usage about 29 search calls per day (gpt-4o-mini-search-preview). Primary value until top-up: Gemini plus Claude batch only; a gap is not a zero (unavailable_llms_v271=[openai_search]). gap_end provisional = reporting day, to be updated after the top-up. ADDENDUM: top-up 3 Sep noon (operator), stage re-run at 12:12 UTC = real value for 3 Sep, no gap anymore; row kept as incident record."
    },
    {
      "channel": "method_metric",
      "gap_start": "2026-09-04",
      "gap_end": "2026-09-04",
      "reason": "METHODIK-HINWEIS (keine Luecke): Seit dem 04.09.2026 gibt es eine einzige Kopfzahl. Sie ist der einfache Mittelwert der drei Anbieter OpenAI, Gemini und Claude (jeweils Anteil der hoechstmoeglichen Bewertung ueber alle 16 Fragen, Claude als Mittel seiner drei Modellstufen). Die drei Fragearten und der Verlauf werden aus derselben Basis gebildet. Frueher standen daneben Werte mit anderer Rechenbasis (alle Modelle einschliesslich Kontrollmodelle; OpenAI und Gemini gepoolt); diese erscheinen nur noch als Pruefwerte in der Methodik-Karte.",
      "reason_en": "METHOD NOTE (no gap): Since 4 September 2026 there is a single headline figure: the simple mean of the three providers OpenAI, Gemini and Claude (each as the share of the highest possible rating across all 16 questions, Claude as the mean of its three model tiers). The three question types and the trend are computed from the same basis. Previously, values with a different basis (all models including control models; OpenAI and Gemini pooled) stood next to it; these now appear only as audit values in the methodology card."
    },
    {
      "channel": "intervention_book_launch",
      "gap_start": "2026-09-22",
      "gap_end": "2026-09-22",
      "reason": "Dokumentierter Eingriff, KEIN Messausfall. Am 22.09.2026 wird der erste Band der Saga im Handel verfuegbar. Das ist der groesste geplante Eingriff der Phase 1 und wird deshalb vorab festgeschrieben, damit die Vorher-Nachher-Auswertung nicht nachtraeglich begruendet wird. HYPOTHESE: Handelsverfuegbarkeit erzeugt erstmals von Dritten gefuehrte, maschinenlesbare Nachweise (Haendler-Katalog, Bibliotheks-Metadaten, ISBN-Register). Erwartet wird, dass such-gestuetzte Modelle diese Nachweise abrufen und die Trefferquote im Direkt-Kanal (Fragen D1-D3) frueher steigt als im Empfehlungs-Kanal (GR1-GR6), weil Empfehlungen zusaetzlich Rezeptions-Signale brauchen. NULLHYPOTHESE: kein Unterschied zwischen den Messfenstern. MESSFENSTER: Grundlinie 23.08.-21.09.2026 (10 Ankertage der 3-Tage-Kadenz), Wirkungsfenster 22.09.-22.10.2026 (10 Ankertage), Beobachtung bis 21.12.2026 fuer verzoegerte Effekte. KENNZAHL: combined_primary je Messtag (Web-Anbieter OpenAI, Gemini, Claude-Web, gleichgewichtet), zusaetzlich getrennt nach den drei Kanaelen Direkt / Saga-Wissen / Empfehlung. AUSWERTUNG: Vorher-Nachher-Vergleich mit abgezogener CUSUM-Grundliniendrift, damit ein laufender Trend nicht als Wirkung des Eingriffs gelesen wird. UNVERAENDERT: 16 feste Fragen, Anbieter-Panel und 3-Tage-Kadenz werden fuer den Eingriff NICHT angepasst.",
      "reason_en": "Documented intervention, NOT a measurement gap. On 2026-09-22 the first volume of the saga becomes available in retail. This is the largest planned intervention of phase 1 and is registered in advance so that the pre/post analysis is not justified after the fact. HYPOTHESIS: retail availability creates, for the first time, third-party machine-readable records (retailer catalogue, library metadata, ISBN registries). Search-augmented models are expected to retrieve these records, so the hit rate in the direct channel (questions D1-D3) should rise earlier than in the recommendation channel (GR1-GR6), which additionally requires reception signals. NULL HYPOTHESIS: no difference between the measurement windows. WINDOWS: baseline 2026-08-23 to 2026-09-21 (10 anchor days of the 3-day cadence), effect window 2026-09-22 to 2026-10-22 (10 anchor days), observation until 2026-12-21 for delayed effects. METRIC: combined_primary per measurement day (web providers OpenAI, Gemini, Claude-Web, equally weighted), additionally split by the three channels direct / saga-knowledge / recommendation. ANALYSIS: pre/post comparison with CUSUM baseline drift subtracted, so an ongoing trend is not read as an effect of the intervention. UNCHANGED: the 16 fixed questions, the provider panel and the 3-day cadence are NOT adjusted for this intervention."
    }
  ]
}