{
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  "created": "2026-10-28",
  "status": "complete",
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    "database_writes": false,
    "method": "Conservative AI-assisted adjudication of clear errors after screening all 510 existing evidence notes. Original cached text, not translated headlines alone, supports every semantic main correction. Source-wide geography correction is separate from article labels.",
    "not_an_accuracy_estimate": "Cases were selected through extreme/stress/ordinary episode audit and diverse label/source samples, not a representative random validation sample. No classifier accuracy percentage is inferred.",
    "retained_ambiguity": "Quoted criticism, adverse outcomes, nonlocal events, mixed speakers, former officials, sanctions-aid overlap and regional newsroom geography are not blanket-recoded.",
    "topic_other_code": "-999 is the existing none/other topic category. It removes a record from the three topic numerators while preserving USG relevance when appropriate.",
    "duplicate_denominator_note": "exclude_duplicate removes the duplicate publication from both article count and all-relevant count; exclude_usg retains the observed all-news article but removes its USG/topic contribution."
  },
  "record_corrections": [
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      "date": "2018-06-04T10:14:27",
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      "title": "ВСУ разминировали местность вокруг с.Пивденное, что на Донетчине",
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      "date": "2018-06-20T07:48:00",
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      "title": "Боевики 26 раз обстреляли позиции сил ВСУ, ранены трое военных",
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      "reason": "Donbas ceasefire violations and Ukrainian casualties; the full available body identifies Ukrainian forces, not US forces.",
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      "date": "2018-03-31T06:26:00",
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      "title": "За минувшие сутки боевики 32 раза обстреляли позиции ВСУ, один погиб, трое ранены",
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      "reason": "Local Ukrainian battlefield bulletin with no US government actor in the full available Russian body.",
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        "text": "Вооруженных сил Украины"
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      "title": "Cumhurbaşkanı Erdoğan, Ak Saray için Gazi Orduevi'ni istiyor iddiası",
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      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
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        "relevance": "No",
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      "reason": "The original Turkish article concerns Erdogan, Ak Saray and Turkish army property. Its translated White House/Gazan Army wording does not establish any US actor.",
      "original_evidence": {
        "type": "exact_original_substring",
        "text": "Türk Silahlı Kuvvetleri"
      },
      "confidence_basis": "The available original text directly identifies the actual actor, topic or evaluative polarity; no external event association is used to supply absent content."
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      "article_id": "63e6ca7006705d219035b9c5",
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      "country": "Mali",
      "date": "2022-11-27T00:00:00",
      "source": "news.abamako.com",
      "url": "http://news.abamako.com/h/278876.html",
      "title": "Suspension de laide au développement de la France: La France divorce et regrette",
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        "relevance": "Yes",
        "event": "foreign_aid",
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        "event": "peace-machine-build_combined-v1-title-first-sentence",
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      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
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      "reason": "France-funded NGOs and the Mali-France aid dispute; no US government actor occurs in the full available French body.",
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        "text": "La France regrette"
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      "confidence_basis": "The available original text directly identifies the actual actor, topic or evaluative polarity; no external event association is used to supply absent content."
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      "country": "Malawi",
      "date": "2025-06-10T14:39:52",
      "source": "247malawi.com",
      "url": "https://www.247malawi.com/malawians-champion-community-led-development-over-foreign-aid/",
      "title": "Malawians champion community-led development over foreign aid",
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        "relevance": "Yes",
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      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
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      "tier": "main_high_confidence",
      "new_labels": {
        "relevance": "No",
        "event": "-999",
        "sentiment": null
      },
      "reason": "Generic community-led development study in Malawi; full available English text never identifies US government or USAID involvement.",
      "original_evidence": {
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        "text": "Community-led development empowers local communities"
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      "confidence_basis": "The available original text directly identifies the actual actor, topic or evaluative polarity; no external event association is used to supply absent content."
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    {
      "article_id": "68b8987793ac3030081a8671",
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      "country": "Liberia",
      "date": "2025-02-05T08:33:37",
      "source": "inquirernewspaper.com",
      "url": "https://inquirernewspaper.com/us2-1b-resource-mobilization-insight-to-boost-electricity/",
      "title": "US$2.1B Resource Mobilization Insight To Boost Electricity",
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        "relevance": "Yes",
        "event": "foreign_aid",
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      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
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        "relevance": "No",
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      "reason": "Liberian electricity-financing ambition involving unspecified international partners. US appears only as currency, not a government donor.",
      "original_evidence": {
        "type": "exact_original_substring",
        "text": "mobilizing US$2.1 billion from international partners"
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      "date": "2025-02-17T07:12:00",
      "source": "liberianobserver.com",
      "url": "https://www.liberianobserver.com/politics/house-reviews-us-10m-loan-to-enhance-food-security/article_9884d9a4-ecfe-11ef-b782-73eff508325e.html",
      "title": "House reviews US$10M Loan to Enhance Food Security",
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      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
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      "tier": "main_high_confidence",
      "new_labels": {
        "relevance": "No",
        "event": "-999",
        "sentiment": null
      },
      "reason": "The named lender is the OPEC Fund. United States dollars is a denomination, not a US government actor.",
      "original_evidence": {
        "type": "exact_original_substring",
        "text": "OPEC Fund for International Development"
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      "confidence_basis": "The available original text directly identifies the actual actor, topic or evaluative polarity; no external event association is used to supply absent content."
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      "article_id": "6a1dab315fead9f5fbd114b8",
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      "country": "Morocco",
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      "source": "alyaoum24.com",
      "url": "https://alyaoum24.com/2013451.html",
      "title": "وزارة الإنتقال الطاقي تطمئن المغاربة بشأن الإمدادات وتتابع تداعيات الحرب",
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      "original_labels": {
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      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
      "original_maintext_sha256": "161ac4dde366f476e6ddee6516676a2c7a1b8f41fd8d4370f26467f4ea4a3f5f",
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        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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      "correction_id": "C009",
      "decision": "exclude_usg",
      "tier": "main_high_confidence",
      "new_labels": {
        "relevance": "No",
        "event": "-999",
        "sentiment": null
      },
      "reason": "Domestic Moroccan energy-ministry reassurance. Full available Arabic body identifies no US government or US military actor.",
      "original_evidence": {
        "type": "exact_original_substring",
        "text": "وزارة الانتقال الطاقي والتنمية المستدامة"
      },
      "confidence_basis": "The available original text directly identifies the actual actor, topic or evaluative polarity; no external event association is used to supply absent content."
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      "article_id": "620dc97f61c660dd58f95e70",
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      "country": "Belarus",
      "date": "2021-09-02T00:00:00",
      "source": "novychas.by",
      "url": "https://novychas.online/hramadstva/minjust-ryhtuecca-da-zaczystki-advakackaj-karparac",
      "title": "Мінюст рыхтуецца да зачысткі адвакацкай карпарацыі?",
      "language": "be",
      "original_labels": {
        "relevance": "Yes",
        "event": "foreign_policy",
        "sentiment": "negative"
      },
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        "relevance": null,
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      },
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      "original_maintext_sha256": "33fd615352c073a82a3de673466faf9ce25cf1704875c3067df29d713d9a9b37",
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        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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      },
      "correction_id": "C010",
      "decision": "exclude_usg",
      "tier": "main_high_confidence",
      "new_labels": {
        "relevance": "No",
        "event": "-999",
        "sentiment": null
      },
      "reason": "Belarusian Justice Ministry and domestic lawyers; no US government actor appears in the full available Belarusian body.",
      "original_evidence": {
        "type": "exact_original_substring",
        "text": "Міністэрства юстыцыі"
      },
      "confidence_basis": "The available original text directly identifies the actual actor, topic or evaluative polarity; no external event association is used to supply absent content."
    },
    {
      "article_id": "6a5af10d4fe01aae91b79dc7",
      "collection": "articles-2018-7",
      "episode_ids": [
        "E03"
      ],
      "country": "Libya",
      "date": "2018-07-18T00:00:00",
      "source": "almarsad.co",
      "url": "https://almarsad.co/2018/07/18/%d8%a7%d9%84%d8%ad%d9%83%d9%88%d9%85%d8%a9-%d8%a7%d9%84%d9%85%d8%a4%d9%82%d8%aa%d8%a9-%d8%aa%d8%a8%d8%ad%d8%ab-%d9%85%d8%b9-%d9%85%d8%b1%d9%83%d8%b2%d9%8a-%d8%a7%d9%84%d8%a8%d9%8a%d8%b6%d8%a7%d8%a1/",
      "title": "الحكومة المؤقتة تبحث مع مركزي البيضاء سبل شراء أكثر من 5000 وحدة سكنية لنازحي بنغازي",
      "language": "ar",
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        "relevance": "Yes",
        "event": "foreign_aid",
        "sentiment": "neutral"
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      },
      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
      "original_maintext_sha256": "05588fcd2d4addc7612f128489a00098611d2ee4a875f22272c13f9db6a2206c",
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        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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      },
      "correction_id": "C011",
      "decision": "exclude_usg",
      "tier": "main_high_confidence",
      "new_labels": {
        "relevance": "No",
        "event": "-999",
        "sentiment": null
      },
      "reason": "Libyan displaced-person housing and the Central Bank branch in Al Bayda. The Arabic place name was misleadingly rendered as White House.",
      "original_evidence": {
        "type": "exact_original_substring",
        "text": "البيضاء"
      },
      "confidence_basis": "The available original text directly identifies the actual actor, topic or evaluative polarity; no external event association is used to supply absent content."
    },
    {
      "article_id": "651f67a688fdd117e189f3d7",
      "collection": "articles-2018-5",
      "episode_ids": [
        "E11"
      ],
      "country": "Mauritania",
      "date": "2018-05-07T17:51:24",
      "source": "alakhbar.info",
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      "reason": "A businessman contracts private Kroll/Havas services. US company nationality does not establish US government involvement in this complete available Arabic record.",
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      "reason": "Turkmen diaspora residents in the US raise private relief funds; the named state actors blocking relief are Turkmen, with no US government role.",
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        "type": "exact_original_substring",
        "text": "собрали около $5 тыс."
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      "title": "Голова представництва Фундації АнтиСНІД-США в Україні: На момент деокупації ліків від ВІЛ у Херсоні вже не було",
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      "reason": "Interview about the private AIDS Healthcare Foundation in Ukraine. Full available Ukrainian interview contains no US government donor or actor; organization nationality is insufficient.",
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      "title": "Wallace: U.K. to support Ukraine with $2.8 billion in 2023",
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      "reason": "The available English report identifies the United Kingdom as the donor and Ben Wallace as its minister, with no US government role.",
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        "text": "£2.3 billion"
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      "reason": "The original Bangla article reports French President Hollande increasing French aid; no US government actor appears.",
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      "country": "Bangladesh",
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      "title": "কয়েক শ কোটি ইউরো সহায়তার আভাস",
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        "relevance": null,
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      "reason": "The entire short available Bangla record concerns an EU Brussels refugee-aid summit, with no US government actor. Decision is limited to the stored classifier input.",
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      "new_labels": {
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        "event": "-999",
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      },
      "reason": "Private US religious/charitable organizations supply relief. Full available Russian record identifies no US government funding or facilitation.",
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      "title": "الأمم المتحدة .. عاجزه عن التواصل الإنساني إلى جنوب غربي سوريا",
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      "reason": "UN humanitarian access in southwest Syria and Russian/Syrian arrangements; no US government actor in the full available Arabic body.",
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        "relevance": "No",
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      "reason": "Full WHO-sourced report discusses global donor cuts and maternal mortality without identifying US government or USAID. Contextual association cannot supply a missing US target.",
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      "title": "إستراتيجية أميركية لتطوير قطاع الكهرباء بالعراق",
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        "sentiment": null
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      "reason": "General Electric commercial electricity contracts in Iraq. Private US corporate nationality is not US government involvement.",
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      "tier": "main_high_confidence",
      "new_labels": {
        "relevance": "No",
        "event": "-999",
        "sentiment": null
      },
      "reason": "Bangladesh all-donor commitment/disbursement totals and World Bank lending. US appears only in dollar denomination in the complete available Bangla text.",
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      "title": "দৈনিক জনকন্ঠ || বিদেশী সহায়তার অর্থ ছাড়ের লক্ষ্য পূরণ",
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      "reason": "Bangladesh all-donor disbursements and World Bank project finance. No US government donor is named in the full available Bangla body.",
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      "reason": "Obama and Biden announce domestic US job-training grants in Pennsylvania, not foreign aid.",
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      "reason": "The full Spanish article concerns domestic US farm subsidies and SNAP provisions in the farm bill, not a US foreign-aid event.",
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        "text": "Programa de Asistencia en Suplemento de Nutrición"
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      "source": "inquirernewspaper.com",
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      "title": "منظمة التحرير الفلسطينية “تستهجن” قرار قطع المساعدات الأميركية",
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      "source_domain": "nouvelobs.com",
      "country": "Senegal",
      "exclude_from_country": "Senegal",
      "true_publication_country": "France",
      "decision": "exclude_source_from_country",
      "tier": "main_high_confidence",
      "scope": "All months and topics assigned to Senegal, including topic numerators, all-relevant denominator and all-news denominator when source-level denominator counts are available. Do not create an unsampled France panel.",
      "primary_source_url": "https://www.nouvelobs.com/mentions-legales",
      "primary_source_accessed": "2026-10-28",
      "primary_source_evidence": "dont le siège est 67/69 avenue Pierre Mendès-France, 75013 PARIS",
      "reason": "The publisher legal notice establishes its Paris office. The observed domain is a French national publisher, not a Senegalese publication."
    },
    {
      "rule_id": "G002",
      "source_domain": "balkaninsight.com",
      "country": "Kosovo",
      "decision": "preserve_main_flag_only",
      "tier": "ambiguity_sensitivity",
      "reason": "Regional newsroom with a forced national override. Editorial geography and individual datelines need a dedicated regional-source rule; do not silently reassign it to another national panel.",
      "scope": "Flag the existing Kosovo assignment; no main count or denominator mutation."
    }
  ],
  "duplicate_candidates": [
    {
      "episode_id": "E04",
      "period": "baseline",
      "type": "repeated_title",
      "article_ids": [
        "62548b0841cfde12396cec77",
        "60677103dd26c5db7d917d60",
        "62549d4341cfde12396d1c8e"
      ],
      "sources": [
        "proceso.hn",
        "laprensa.hn",
        "proceso.hn"
      ],
      "titles": [
        "El Salvador “trusts” the US to continue supporting the Central American region",
        "El Salvador \"trusts\" the US to continue supporting the Central American region",
        "El Salvador “trusts” the US to continue supporting the Central American region"
      ],
      "sentiments": [
        "positive",
        "positive",
        "positive"
      ],
      "urls": [
        "https://proceso.hn/el-salvador-confia-en-que-ee-uu-continue-apoyando-a-region-centroamerica/",
        "https://www.laprensa.hn/mundo/1271912-410/el-salvador-conf%C3%ADa-en-que-eeuu-contin%C3%BAe-apoyando-a-regi%C3%B3n-centroam%C3%A9rica",
        "https://proceso.hn/el-salvador-confia-en-que-eeuu-continue-apoyando-a-region-centroamerica/"
      ],
      "tier": "ambiguity_sensitivity",
      "decision": "preserve_main",
      "reason": "Repeated title or publisher syndication does not alone establish an ingestion duplicate. Different-language editions and re-publications remain separate in main."
    },
    {
      "episode_id": "E04",
      "period": "baseline",
      "type": "repeated_title",
      "article_ids": [
        "6067775fdd26c5db7d9194d8",
        "619c96eed1599fad7c57ff34"
      ],
      "sources": [
        "laprensa.hn",
        "laprensa.hn"
      ],
      "titles": [
        "Trump cut off assistance to Honduras since 2017",
        "Trump cut off assistance to Honduras since 2017"
      ],
      "sentiments": [
        "negative",
        "negative"
      ],
      "urls": [
        "https://www.laprensa.hn/inicio/1272264-410/donald-trump-recorto-asistencia-honduras-ano-2017",
        "https://www.laprensa.hn/honduras/donald-trump-recorto-asistencia-honduras-ano-2017-CALP1272264"
      ],
      "tier": "ambiguity_sensitivity",
      "decision": "preserve_main",
      "reason": "Repeated title or publisher syndication does not alone establish an ingestion duplicate. Different-language editions and re-publications remain separate in main."
    },
    {
      "episode_id": "E04",
      "period": "baseline",
      "type": "repeated_title",
      "article_ids": [
        "619c9333d1599fad7c57fc86",
        "6067800fdd26c5db7d91b782"
      ],
      "sources": [
        "laprensa.hn",
        "laprensa.hn"
      ],
      "titles": [
        "US plans to send dollars in 'effective' to Venezuela",
        "US plans to send dollars in \"effective\" to Venezuela"
      ],
      "sentiments": [
        "negative",
        "neutral"
      ],
      "urls": [
        "https://www.laprensa.hn/mundo/eeuu-enviar-dolares-efectivo-venezuela-rescate-trump-maduro-PALP1272827",
        "https://www.laprensa.hn/mundo/1272827-410/eeuu-enviar-dolares-efectivo-venezuela-rescate-trump-maduro-"
      ],
      "tier": "ambiguity_sensitivity",
      "decision": "preserve_main",
      "reason": "Repeated title or publisher syndication does not alone establish an ingestion duplicate. Different-language editions and re-publications remain separate in main."
    },
    {
      "episode_id": "E04",
      "period": "baseline",
      "type": "repeated_title",
      "article_ids": [
        "6254a2f241cfde12396d2bf5",
        "606745595d52b0e70290c584"
      ],
      "sources": [
        "proceso.hn",
        "laprensa.hn"
      ],
      "titles": [
        "Colombia and the US accumulate tons of aid to take Venezuela",
        "Colombia and the US accumulate tons of aid to take Venezuela"
      ],
      "sentiments": [
        "positive",
        "positive"
      ],
      "urls": [
        "https://proceso.hn/colombia-y-eeuu-acumulan-toneladas-de-ayuda-para-llevar-a-venezuela/",
        "https://www.laprensa.hn/inicio/1257335-410/crisis-venezuela-colombia-eeuu-cucuta-ayuda-humanitaria-presidente-venezolano-maduro"
      ],
      "tier": "ambiguity_sensitivity",
      "decision": "preserve_main",
      "reason": "Repeated title or publisher syndication does not alone establish an ingestion duplicate. Different-language editions and re-publications remain separate in main."
    },
    {
      "episode_id": "E12",
      "period": "baseline",
      "type": "repeated_title",
      "article_ids": [
        "6090ef82064e2a435acb6b47",
        "61484029b24b5a41efa3e692"
      ],
      "sources": [
        "xalimasn.com",
        "xalimasn.com"
      ],
      "titles": [
        "America supports Prime Minister Aristide Gomes in Guinea Bissau.",
        "America Supports Prime Minister Aristide Gomes in Guinea Bissau"
      ],
      "sentiments": [
        "positive",
        "negative"
      ],
      "urls": [
        "http://xalimasn.com/lamerique-soutient-le-premier-ministre-aristide-gomes-en-guinee-bissau/",
        "http://xalimasn.com/lamerique-soutient-le-premier-ministre-aristide-gomes-en-guinee-bissau-2/"
      ],
      "tier": "ambiguity_sensitivity",
      "decision": "preserve_main",
      "reason": "Repeated title or publisher syndication does not alone establish an ingestion duplicate. Different-language editions and re-publications remain separate in main."
    },
    {
      "episode_id": "E15",
      "period": "event",
      "type": "repeated_title",
      "article_ids": [
        "6a87706e213c633db0a119a3",
        "6a87707a213c633db0a119b1"
      ],
      "sources": [
        "lepays.bf",
        "lepays.bf"
      ],
      "titles": [
        "SUSPENSION OF TREATMENT OF VISAS OF FOREIGN STUDENTS BY THE UNITED STATES: From ‘`Transruption' to pure state!",
        "SUSPENSION OF TREATMENT OF VISAS OF FOREIGN STUDENTS BY THE UNITED STATES: From ‘`Transruption' to pure state!"
      ],
      "sentiments": [
        "negative",
        "negative"
      ],
      "urls": [
        "https://lepays.bf/suspension-du-traitement-des-visas-detudiants-etrangers-par-les-etats-unis-du-trumpisme-a-letat-pur/",
        "https://lepays.bf/suspension-du-traitement-des-visas-detudiants-etrangers-par-les-etats-unis-du-trumpisme-a-letat-pur-2/"
      ],
      "tier": "ambiguity_sensitivity",
      "decision": "preserve_main",
      "reason": "Repeated title or publisher syndication does not alone establish an ingestion duplicate. Different-language editions and re-publications remain separate in main."
    },
    {
      "episode_id": "E16",
      "period": "event",
      "type": "repeated_title",
      "article_ids": [
        "6a6252ae0ac8906e378fa6b2",
        "6a5f8eebf790e5a6969c4fa2"
      ],
      "sources": [
        "gnnliberia.com",
        "frontpageafricaonline.com"
      ],
      "titles": [
        "American Businesses in Liberia Unite to Form New Association",
        "American Businesses in Liberia Unite to Form New Association"
      ],
      "sentiments": [
        "neutral",
        "neutral"
      ],
      "urls": [
        "https://gnnliberia.com/american-businesses-in-liberia-unite-to-form-new-association/",
        "https://fpa.news/american-businesses-in-liberia-unite-to-form-new-association/"
      ],
      "tier": "ambiguity_sensitivity",
      "decision": "preserve_main",
      "reason": "Repeated title or publisher syndication does not alone establish an ingestion duplicate. Different-language editions and re-publications remain separate in main."
    },
    {
      "episode_id": "E17",
      "period": "baseline",
      "type": "repeated_title",
      "article_ids": [
        "630f5ebf843f4a1163d93ee8",
        "630dc9b47b5f09ffd9638391"
      ],
      "sources": [
        "news.abamako.com",
        "news.abamako.com"
      ],
      "titles": [
        "Mali and the United States sign National Security Action Plan",
        "Mali and the United States sign National Security Action Plan"
      ],
      "sentiments": [
        "positive",
        "positive"
      ],
      "urls": [
        "http://news.abamako.com/h/110412.html",
        "http://news.abamako.com/h/110462.html"
      ],
      "tier": "ambiguity_sensitivity",
      "decision": "preserve_main",
      "reason": "Repeated title or publisher syndication does not alone establish an ingestion duplicate. Different-language editions and re-publications remain separate in main."
    },
    {
      "episode_id": "E19",
      "period": "event",
      "type": "same_url",
      "article_ids": [
        "6462d836e3613514e77b678f",
        "61a716a266a9e77891c8fa30"
      ],
      "sources": [
        "laprensagrafica.com",
        "laprensagrafica.com"
      ],
      "titles": [
        "U.S. government met with Venezuelan military to plan a coup against Maduro - La Prensa Gráfica",
        "U.S. government met with Venezuelan military to plan a coup against Maduro"
      ],
      "sentiments": [
        "negative",
        "negative"
      ],
      "urls": [
        "https://www.laprensagrafica.com/internacional/Gobierno-de-EUA-se-reunio-con-militares-venezolanos-para-planear-un-golpe-contra-Maduro-20180908-0043.html",
        "https://www.laprensagrafica.com/internacional/Gobierno-de-EUA-se-reunio-con-militares-venezolanos-para-planear-un-golpe-contra-Maduro-20180908-0043.html\n"
      ],
      "tier": "main_high_confidence",
      "decision": "exclude_duplicate",
      "reason": "Duplicate scrape of the same outlet and exact URL (apart from trailing whitespace), dated within one day. Every normalized character of the shorter body occurs in order in the longer body. Retain the shorter clean extraction; added text is subscription/related-story boilerplate. Selection does not depend on sentiment.",
      "canonical_retained_id": "6462d836e3613514e77b678f",
      "exclude_id": "61a716a266a9e77891c8fa30",
      "shorter_text_character_coverage": 1.0,
      "retained_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "negative"
      },
      "excluded_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "negative"
      }
    },
    {
      "episode_id": "E19",
      "period": "event",
      "type": "same_url",
      "article_ids": [
        "646304e2e3613514e77b9de4",
        "61a6821366a9e77891c74003"
      ],
      "sources": [
        "laprensagrafica.com",
        "laprensagrafica.com"
      ],
      "titles": [
        "The 11 warnings prior to 9/11 to which the United States did not react - The Graphic Press",
        "The 11 warnings prior to 9/11 to which the United States did not react"
      ],
      "sentiments": [
        "negative",
        "neutral"
      ],
      "urls": [
        "https://www.laprensagrafica.com/internacional/Las-11-advertencias-previas-al-11-S-a-las-que-Estados-Unidos-no-reacciono-20180911-0093.html",
        "https://www.laprensagrafica.com/internacional/Las-11-advertencias-previas-al-11-S-a-las-que-Estados-Unidos-no-reacciono-20180911-0093.html\n"
      ],
      "tier": "main_high_confidence",
      "decision": "exclude_duplicate",
      "reason": "Duplicate scrape of the same outlet and exact URL (apart from trailing whitespace), dated within one day. Every normalized character of the shorter body occurs in order in the longer body. Retain the shorter clean extraction; added text is subscription/related-story boilerplate. Selection does not depend on sentiment.",
      "canonical_retained_id": "646304e2e3613514e77b9de4",
      "exclude_id": "61a6821366a9e77891c74003",
      "shorter_text_character_coverage": 1.0,
      "retained_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "negative"
      },
      "excluded_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "neutral"
      }
    },
    {
      "episode_id": "E19",
      "period": "baseline",
      "type": "same_url",
      "article_ids": [
        "61a70a0b66a9e77891c8ce2d",
        "6462bfb1e3613514e77b49dc"
      ],
      "sources": [
        "laprensagrafica.com",
        "laprensagrafica.com"
      ],
      "titles": [
        "\"El Salvador has a deal with the U.S. for military weaponry.\"",
        "\"El Salvador has a deal with the US for military weaponry\" - La Prensa Gráfica"
      ],
      "sentiments": [
        "neutral",
        "positive"
      ],
      "urls": [
        "https://www.laprensagrafica.com/elsalvador/El-Salvador-tiene-un-trato-con-EUA-por-armamento-militar-20180801-0114.html\n",
        "https://www.laprensagrafica.com/elsalvador/El-Salvador-tiene-un-trato-con-EUA-por-armamento-militar-20180801-0114.html"
      ],
      "tier": "main_high_confidence",
      "decision": "exclude_duplicate",
      "reason": "Duplicate scrape of the same outlet and exact URL (apart from trailing whitespace), dated within one day. Every normalized character of the shorter body occurs in order in the longer body. Retain the shorter clean extraction; added text is subscription/related-story boilerplate. Selection does not depend on sentiment.",
      "canonical_retained_id": "6462bfb1e3613514e77b49dc",
      "exclude_id": "61a70a0b66a9e77891c8ce2d",
      "shorter_text_character_coverage": 1.0,
      "retained_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "positive"
      },
      "excluded_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "neutral"
      }
    },
    {
      "episode_id": "E19",
      "period": "baseline",
      "type": "same_url",
      "article_ids": [
        "646302f7e3613514e77b9b5e",
        "61a8331a66a9e77891cccc95"
      ],
      "sources": [
        "laprensagrafica.com",
        "laprensagrafica.com"
      ],
      "titles": [
        "US denies involvement in the attack against Nicolás Maduro - La Prensa Gráfica",
        "US denies involvement in the attack on Nicolás Maduro"
      ],
      "sentiments": [
        "neutral",
        "negative"
      ],
      "urls": [
        "https://www.laprensagrafica.com/internacional/EUA-niega-implicacion-en-el-ataque-contra-Nicolas-Maduro-20180805-0018.html",
        "https://www.laprensagrafica.com/internacional/EUA-niega-implicacion-en-el-ataque-contra-Nicolas-Maduro-20180805-0018.html\n"
      ],
      "tier": "main_high_confidence",
      "decision": "exclude_duplicate",
      "reason": "Duplicate scrape of the same outlet and exact URL (apart from trailing whitespace), dated within one day. Every normalized character of the shorter body occurs in order in the longer body. Retain the shorter clean extraction; added text is subscription/related-story boilerplate. Selection does not depend on sentiment.",
      "canonical_retained_id": "646302f7e3613514e77b9b5e",
      "exclude_id": "61a8331a66a9e77891cccc95",
      "shorter_text_character_coverage": 1.0,
      "retained_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "neutral"
      },
      "excluded_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "negative"
      }
    },
    {
      "episode_id": "E19",
      "period": "baseline",
      "type": "same_url",
      "article_ids": [
        "61a8319266a9e77891ccc7b3",
        "6462f044e3613514e77b83f3"
      ],
      "sources": [
        "laprensagrafica.com",
        "laprensagrafica.com"
      ],
      "titles": [
        "What are hypersonic weapons and the competition between China, the US and Russia to develop them first?",
        "What are hypersonic weapons and the competition between China, the US and Russia to develop them first - Graphic Press"
      ],
      "sentiments": [
        "neutral",
        "neutral"
      ],
      "urls": [
        "https://www.laprensagrafica.com/internacional/Que-son-las-armas-hipersonicas-y-la-competencia-entre-China-Estados-Unidos-y-Rusia-para-desarrollarlas-primero-20180809-0103.html\n",
        "https://www.laprensagrafica.com/internacional/Que-son-las-armas-hipersonicas-y-la-competencia-entre-China-Estados-Unidos-y-Rusia-para-desarrollarlas-primero-20180809-0103.html"
      ],
      "tier": "main_high_confidence",
      "decision": "exclude_duplicate",
      "reason": "Duplicate scrape of the same outlet and exact URL (apart from trailing whitespace), dated within one day. Every normalized character of the shorter body occurs in order in the longer body. Retain the shorter clean extraction; added text is subscription/related-story boilerplate. Selection does not depend on sentiment.",
      "canonical_retained_id": "6462f044e3613514e77b83f3",
      "exclude_id": "61a8319266a9e77891ccc7b3",
      "shorter_text_character_coverage": 1.0,
      "retained_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "neutral"
      },
      "excluded_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "neutral"
      }
    },
    {
      "episode_id": "E19",
      "period": "baseline",
      "type": "same_url",
      "article_ids": [
        "64630b41e3613514e77ba5d8",
        "61a6932166a9e77891c769ca"
      ],
      "sources": [
        "laprensagrafica.com",
        "laprensagrafica.com"
      ],
      "titles": [
        "U.S. Authorizes Creating \"Black List\" of Corrupts from El Salvador, Honduras and Guatemala - La Prensa Gráfica",
        "US Authorizes Creating \"Black List\" of Corrupts from El Salvador, Honduras, and Guatemala"
      ],
      "sentiments": [
        "neutral",
        "neutral"
      ],
      "urls": [
        "https://www.laprensagrafica.com/internacional/EUA-autoriza-crear-lista-negra-de-corruptos-de-El-Salvador-Honduras-y-Guatemala-20180814-0066.html",
        "https://www.laprensagrafica.com/internacional/EUA-autoriza-crear-lista-negra-de-corruptos-de-El-Salvador-Honduras-y-Guatemala-20180814-0066.html\n"
      ],
      "tier": "main_high_confidence",
      "decision": "exclude_duplicate",
      "reason": "Duplicate scrape of the same outlet and exact URL (apart from trailing whitespace), dated within one day. Every normalized character of the shorter body occurs in order in the longer body. Retain the shorter clean extraction; added text is subscription/related-story boilerplate. Selection does not depend on sentiment.",
      "canonical_retained_id": "64630b41e3613514e77ba5d8",
      "exclude_id": "61a6932166a9e77891c769ca",
      "shorter_text_character_coverage": 1.0,
      "retained_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "neutral"
      },
      "excluded_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "neutral"
      }
    },
    {
      "episode_id": "E19",
      "period": "baseline",
      "type": "same_url",
      "article_ids": [
        "61a6b12266a9e77891c7b328",
        "6462c1a4e3613514e77b4c21"
      ],
      "sources": [
        "laprensagrafica.com",
        "laprensagrafica.com"
      ],
      "titles": [
        "Trump: Obama Didn’t Act on Russian Cyber Attack · Global Voices",
        "Trump: Obama Didn't Act on Russian Cyber Attack - Graphic Press · Global Voices"
      ],
      "sentiments": [
        "negative",
        "negative"
      ],
      "urls": [
        "https://www.laprensagrafica.com/internacional/Trump-Obama-no-actuo-ante-ataque-cibernetico-ruso-20180714-0064.html\n",
        "https://www.laprensagrafica.com/internacional/Trump-Obama-no-actuo-ante-ataque-cibernetico-ruso-20180714-0064.html"
      ],
      "tier": "main_high_confidence",
      "decision": "exclude_duplicate",
      "reason": "Duplicate scrape of the same outlet and exact URL (apart from trailing whitespace), dated within one day. Every normalized character of the shorter body occurs in order in the longer body. Retain the shorter clean extraction; added text is subscription/related-story boilerplate. Selection does not depend on sentiment.",
      "canonical_retained_id": "6462c1a4e3613514e77b4c21",
      "exclude_id": "61a6b12266a9e77891c7b328",
      "shorter_text_character_coverage": 1.0,
      "retained_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "negative"
      },
      "excluded_label": {
        "relevance": "Yes",
        "event": "military_and_dod",
        "sentiment": "negative"
      }
    },
    {
      "episode_id": "E19",
      "period": "baseline",
      "type": "same_url",
      "article_ids": [
        "61a6f7f966a9e77891c88e62",
        "6462d42de3613514e77b62e3"
      ],
      "sources": [
        "laprensagrafica.com",
        "laprensagrafica.com"
      ],
      "titles": [
        "US and UN agree to military operations in public security",
        "US and UN agree to military operations in public security - Graphic Press"
      ],
      "sentiments": [
        "neutral",
        "positive"
      ],
      "urls": [
        "https://www.laprensagrafica.com/elsalvador/EUA-y-ONU-acuerpan-operaciones-militares-en-seguridad-publica-20180725-0108.html\n",
        "https://www.laprensagrafica.com/elsalvador/EUA-y-ONU-acuerpan-operaciones-militares-en-seguridad-publica-20180725-0108.html"
      ],
      "tier": "main_high_confidence",
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        "positive",
        "positive"
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        "interfax.com.ua"
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      "titles": [
        "Naphthogaz has planned a number of decarbonization projects with U.S. support - Nardep",
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        "positive",
        "positive"
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        "positive",
        "positive"
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        "USAID launches project to improve local govt efficiency in Ukraine",
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        "positive"
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        "kun.uz"
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      "titles": [
        "The US organization will allocate 2 million dollars for the fight against the coronavirus in Uzbekistan",
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        "positive",
        "positive"
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        "kun.uz"
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        "The United States provided financial aid to the families affected by the Sardoba disaster",
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        "positive",
        "positive"
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        "neutral",
        "neutral"
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        "positive"
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        "neutral"
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        "neutral"
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        "https://kun.uz/news/2020/04/15/tramp-jahon-sogliqni-saqlash-tashkilotini-moliyalashtirish-toxtatilgani-haqida-elon-qildi"
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        "positive"
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        "positive",
        "positive"
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        "https://kun.uz/news/2020/04/23/jsst-aqshning-sogliqni-saqlashga-yordami-uning-ozi-uchun-muhimdir"
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        "neutral",
        "neutral"
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        "positive",
        "positive"
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        "neutral"
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        "neutral"
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        "neutral"
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        "positive",
        "positive"
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        "Belarusian diplomat: The West uses sanctions as a tool to advance its own geopolitical interests",
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        "neutral"
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      "decision": "preserve_main",
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        "relevance": "Yes",
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        "sentiment": "positive"
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      "reason": "Iran permits humanitarian shipping while excluding US/Israel-linked ships. Direct US relevance exists; aid access, maritime security and diplomacy overlap.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
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      "title": "Joe Biden aumenta a 62 mil 500 el cupo de refugiados en EU",
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      "flag_id": "A005",
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      "proposed_sensitivity_decision": "reclassify_topic",
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      "proposed_new_labels": {
        "relevance": "Yes",
        "event": "foreign_policy",
        "sentiment": "neutral"
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      "reason": "US refugee-admission ceiling is migration policy; humanitarian admissions can overlap a broad aid category. Preserve main assignment pending a precise topic codebook.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
    },
    {
      "article_id": "61c686ab2a62fd8844469d26",
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      "country": "Bangladesh",
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      "language": "bn",
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        "relevance": "Yes",
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        "relevance": null,
        "event": "peace-machine-build_combined-v1-title-first-sentence",
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      "original_maintext_sha256": "50bf766af5f54583abc5ed53639140268b132bc06266d478a5d1c131300465f1",
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        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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      "proposed_sensitivity_decision": "reclassify_topic",
      "tier": "ambiguity_sensitivity",
      "proposed_new_labels": {
        "relevance": "Yes",
        "event": "foreign_policy",
        "sentiment": "neutral"
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      "reason": "Original Bangla body reports senior US diplomatic visits and reconciliation discussions in Sri Lanka. No specified aid package, but support for development and resettlement makes a broad aid interpretation possible.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
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    {
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      "country": "Mali",
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      "language": "fr",
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        "relevance": null,
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      },
      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
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        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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        "relevance": "Yes",
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      "reason": "Original French body concerns an authorized Pentagon hacking contest and innovation initiative, not a hostile breach. Negative is questionable; neutral versus favorable innovation framing is not uniquely determined.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
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      "source": "assabah.ma",
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      "original_labels": {
        "relevance": "Yes",
        "event": "foreign_policy",
        "sentiment": "positive"
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        "relevance": null,
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      "proposed_new_labels": {
        "relevance": "No",
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      "reason": "Private American Foreign Policy Council commentator praises the Moroccan king. Available Arabic body is very short/truncated; private actor alone is insufficient, but missing context prevents a main correction.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
    },
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      "url": "https://kun.uz/en/news/2020/05/23/united-states-charity-organizations-to-provide-18-million-as-humanitarian-assistance-to-uzbekistan",
      "title": "United States charity organizations to provide $1.8 million as humanitarian assistance to Uzbekistan",
      "language": "en",
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        "relevance": "Yes",
        "event": "foreign_aid",
        "sentiment": "neutral"
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        "relevance": null,
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      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
      "original_maintext_sha256": "812195ecb56cce6ab047acea9eeb2fcac4725a3896357142d83856fb72f7172f",
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        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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      "proposed_sensitivity_decision": "exclude_usg",
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      "proposed_new_labels": {
        "relevance": "No",
        "event": "-999",
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      },
      "reason": "Relief comes from private US charities. An embassy videoconference is mentioned without an unambiguous embassy identity, leaving possible official facilitation unresolved.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
    },
    {
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      "episode_ids": [
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      "country": "Dominican Republic",
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      "source": "elcaribe.com.do",
      "url": "https://www.elcaribe.com.do/sin-categoria/bill-clinton-visita-proyectos-haiti/",
      "title": "Bill Clinton visita proyectos en Haití",
      "language": "es",
      "original_labels": {
        "relevance": "Yes",
        "event": "foreign_aid",
        "sentiment": "neutral"
      },
      "original_model_text_contracts": {
        "relevance": null,
        "event": "peace-machine-build_combined-v1-title-first-sentence",
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      },
      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
      "original_maintext_sha256": "86970b28d0b11eaf629c240dfd00251eaeff14e5c1dce9408e3878781d577a2a",
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        "original_body_characters": 993,
        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
        "publisher_completeness_verified": false
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      "proposed_sensitivity_decision": "exclude_usg",
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      "proposed_new_labels": {
        "relevance": "No",
        "event": "-999",
        "sentiment": null
      },
      "reason": "Clinton Foundation activity in Haiti is private philanthropy by a former president. Whether former-official activity belongs in the project relevance definition is not documented sufficiently to overwrite main relevance.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
    },
    {
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      "country": "Ukraine",
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      "source": "pravda.com.ua",
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      "language": "uk",
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        "relevance": "Yes",
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        "sentiment": "negative"
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        "relevance": null,
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        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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      "proposed_sensitivity_decision": "exclude_usg",
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      "proposed_new_labels": {
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      },
      "reason": "Private US volunteers supply first-aid kits allegedly stolen locally, but the final paragraph mentions reporting to US police. Peripheral official involvement prevents an unequivocal exclusion.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
    },
    {
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      "date": "2020-04-01T16:11:16",
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      "language": "ar",
      "original_labels": {
        "relevance": "Yes",
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      "original_model_text_contracts": {
        "relevance": null,
        "event": "peace-machine-build_combined-v1-title-first-sentence",
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      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
      "original_maintext_sha256": "76fc122183ec67c220671588c976988f4a19ab68670ee28a937b2ff0d3b6fd72",
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        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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        "limitation": "The stored body is short/truncated; full publisher context is unavailable."
      },
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      "proposed_new_labels": {
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      "reason": "The 148-character Arabic stored body reports a Roosevelt outbreak and evacuation appeal. Positive is unsupported, but negative event tone versus neutral government evaluation cannot be resolved from the short text.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
    },
    {
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      "country": "Malawi",
      "date": "2025-01-29T06:32:00",
      "source": "mwnation.com",
      "url": "https://mwnation.com/trump-order-stalls-k493-7bn-usaid-funding-to-malawi/",
      "title": "Trump order stalls K493.7bn USAid funding to Malawi",
      "language": "en",
      "original_labels": {
        "relevance": "Yes",
        "event": "foreign_aid",
        "sentiment": "positive"
      },
      "original_model_text_contracts": {
        "relevance": null,
        "event": "peace-machine-build_combined-v1-title-first-sentence",
        "sentiment": null
      },
      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
      "original_maintext_sha256": "221ee60f0770b321445f5a1afac0d6ddaeb7bde51f5ad6ce983f997a9649a718",
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        "original_body_characters": 2335,
        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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      },
      "flag_id": "A013",
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      "proposed_sensitivity_decision": "reclassify_sentiment",
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      "proposed_new_labels": {
        "relevance": "Yes",
        "event": "foreign_aid",
        "sentiment": "neutral"
      },
      "reason": "The full English record describes a pause and the US administration rationale. No clear favorable evaluation, but neutral policy reporting and adverse aid framing are both plausible.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
    },
    {
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      "collection": "articles-2025-1",
      "episode_ids": [
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      "date": "2025-01-25T00:17:01",
      "source": "interfax.com.ua",
      "url": "https://interfax.com.ua/news/general/1043275.html",
      "title": "Цивільні проєкти допомоги Україні, фінансовані USAID, зупинено – ЗМІ",
      "language": "uk",
      "original_labels": {
        "relevance": "Yes",
        "event": "foreign_aid",
        "sentiment": "positive"
      },
      "original_model_text_contracts": {
        "relevance": null,
        "event": "peace-machine-build_combined-v1-title-first-sentence",
        "sentiment": null
      },
      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
      "original_maintext_sha256": "c4dfeaac4044a415ec76f32cb32771939900b2d824e761b66913890c449c6ae1",
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        "method": "AI-assisted reading of the full available stored original body; multilingual interpretation, not independent human/native-language adjudication.",
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      "proposed_new_labels": {
        "relevance": "Yes",
        "event": "foreign_aid",
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      "reason": "Full Ukrainian Reuters-based account reports USAID stop-work effects. A positive label is questionable; neutral factual reporting versus negative US evaluation is not unambiguous.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
    },
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      "language": "es",
      "original_labels": {
        "relevance": "Yes",
        "event": "foreign_aid",
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      },
      "adjudication_target": "Interpretation of the full available stored article. This can differ from a model prediction based only on title/first sentence or a shortened translation; it does not by itself isolate model, translation or input-window error.",
      "original_maintext_sha256": "384d1c61e6a65639398205cc1f41a59962abde1cfa96b5474839a3b4d28f29d3",
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        "publisher_completeness_verified": false
      },
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      "proposed_new_labels": {
        "relevance": "Yes",
        "event": "foreign_policy",
        "sentiment": "neutral"
      },
      "reason": "Although the lead concerns North Korea seeking UN aid, the full Spanish body substantively discusses US sanctions and Trump-Kim talks. US relevance must remain; aid versus diplomacy is nonexclusive.",
      "confidence_basis": "A defensible alternative exists, but the available text or category definition does not uniquely justify overwriting the current label."
    }
  ],
  "coverage": {
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    "notes_by_review": {
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      "policy": 100,
      "defense": 92
    },
    "unique_article_ids_in_evidence": 507,
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    "main_decisions": {
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      "exclude_duplicate": 12
    },
    "explicit_ambiguity_flags": 15,
    "cached_unique_articles": 6801,
    "read_scope_note": "Screening an evidence note is not a claim to reread the full body of every sampled or cached article. Full available originals were read for semantic correction candidates; duplicate identity uses full-text structural comparison. Original completeness is not guaranteed, and multilingual AI review is not human gold validation."
  }
}
