{
  "id": "AIBD-0202",
  "title": "Gyeonggi ARES AI pig-weighing pilot cuts shipping age 5.6 days and lifts income per head 18% on six farms",
  "summary": "2025 provincial pilot on six farms in Anseong, Pocheon and Yeoju: AI non-contact weighing cut shipping age 182.3 to 176.7 days, lifted 1+ grade share 35.3 to 37.7% and income per head 18%.",
  "date_observed": "2026-03-06",
  "date_basis": "unassessed",
  "date_precision": "unassessed",
  "benefit_status": null,
  "source_collection": null,
  "source_entry": null,
  "account": "Gyeonggi-do Agricultural Research and Extension Services announced the results of its 2025 livestock AI pilot on 6 March 2026. The Fact reported it with a Suwon dateline, and Joongboo Ilbo on 8 March. A fattening-pig shipping selection system uses AI to measure pigs' weight without contact and advise the optimal shipping date. It was introduced on six farms in Anseong, Pocheon and Yeoju. Shipping age fell from 182.3 to 176.7 days, a drop of 5.6 days. The share shipped at grade 1+ rose from 35.3% to 37.7%, up 2.4 percentage points. Income per head rose from 100,000 to 118,000 won, up 18%. A sow farrowing management system using ICT equipment for real-time monitoring was introduced on Pocheon farms. It cut the sow accident rate from 3.1% to 2.7%; those accidents are mastitis, fever, loss of appetite and crushing of piglets. Piglets shipped per sow per year rose from 18.3 to 19.2, up 4.9%. Real-time alerts reduced the need to stay in the barn. Lee Jun-bae, head of the agency's technology dissemination division, said the results confirmed AI as a way to raise productivity and income. The agency plans to extend the weighing system to Yeoncheon in 2026. The vendor of the systems is not named. The pilot is listed in the OECD AI Incidents Monitor.",
  "category": "benefit created",
  "unexpected": false,
  "purpose": "Measure fattening pigs' weight without contact using AI and advise the optimal shipping date. Monitor sows in real time around farrowing.",
  "system": "Fattening-pig shipping selection system (AI non-contact weighing) and sow farrowing management system (ICT monitoring)",
  "model_version": null,
  "developer": "Not named in the sources",
  "deployer": "Gyeonggi-do Agricultural Research and Extension Services with six pig farms in Anseong, Pocheon and Yeoju (weighing) and Pocheon farms (sow system)",
  "location": "Anseong, Pocheon and Yeoju, South Korea",
  "domain": "Livestock production",
  "segment": "Swine finishing and farrowing",
  "benefit_type": "Increased Product Revenue",
  "taxonomy_note": null,
  "registry_ids": {},
  "ratings": [
    {
      "group": "organizational",
      "depth": 2,
      "reason": "On six farms, shipping age fell from 182.3 to 176.7 days and the grade 1+ share rose from 35.3% to 37.7%. Income per head rose from 100,000 to 118,000 won, up 18%. On Pocheon farms, sow accidents fell from 3.1% to 2.7% and piglets per sow per year rose from 18.3 to 19.2. These are the agency's own before-and-after figures."
    },
    {
      "group": "personal",
      "depth": null,
      "reason": "Reduced need for farmers to stay in the barn is mentioned but not measured."
    }
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  "ai_role": {
    "status": "assessed",
    "statement": "The AI's contribution is the weight estimate and shipping-date advice. The production gains are the agency's uncontrolled before-and-after comparisons. The deployer is a public body that reports its own pilot. The developer is not named. Two independent newspapers carried the release with a named official."
  },
  "evidence": [
    {
      "kind": "news report",
      "citation": "이승호. AI와 ICT로 돼지 키운다…경기도농기원 \"출하 소득↑ 분만 사고↓\". 더팩트 (The Fact), 6 March 2026.",
      "title": "AI와 ICT로 돼지 키운다…경기도농기원 \"출하 소득↑ 분만 사고↓\"",
      "url": "https://news.tf.co.kr/read/national/2299220.htm",
      "date": "2026-03-06",
      "written_by": "independent",
      "quote": "이 결과 출하일령이 182.3일에서 176.7일로 5.6일 줄었다."
    },
    {
      "kind": "news report",
      "citation": "신연경. 도농기원, AI 기술로 경기지역 농가서 스마트축산 실현. 중부일보 (Joongboo Ilbo), 8 March 2026.",
      "title": "도농기원, AI 기술로 경기지역 농가서 스마트축산 실현",
      "url": "https://www.joongboo.com/news/articleView.html?idxno=363719065",
      "date": "2026-03-08",
      "written_by": "independent",
      "quote": "두당 소득은 1두 10만 원에서 11만8천 원으로 18% 증가했다."
    },
    {
      "kind": "registry label",
      "citation": "OECD.AI AI Incidents and Hazards Monitor. AI Systems Reduce Livestock Accidents and Boost Farmer Income in Gyeonggi Province. Record 2026-03-05-1ac3.",
      "title": "AI Systems Reduce Livestock Accidents and Boost Farmer Income in Gyeonggi Province",
      "url": "https://oecd.ai/en/incidents/2026-03-05-1ac3",
      "date": "2026-03-05",
      "written_by": "independent",
      "quote": "These systems reduced birthing accidents and increased both productivity and farmer income, demonstrating AI's positive impact on livestock management in South Korea's Gyeonggi Province."
    }
  ],
  "replication": {
    "produced_by": [
      "A provincial extension pilot funded in 2025",
      "Six commercial pig farms adopting non-contact AI weighing",
      "A grading system that pays a premium for grade 1+ pigs"
    ],
    "must_hold": [
      "Farm staff acting on the shipping-date advice",
      "Real-time alerts reaching farmers from the sow system"
    ],
    "echoes": [
      {
        "date": "2026-03-08",
        "setting": "Yeoncheon, Gyeonggi: planned 2026 extension of the weighing system targeting a higher grade 1+ rate",
        "model_version": "same system",
        "outcome": "unknown",
        "source": "Joongboo Ilbo, 8 March 2026"
      }
    ]
  },
  "paired_incident": null,
  "headline": "Gyeonggi AI pig-weighing pilot lifts income per head 18%",
  "metric": "income per head rose from 100,000 to 118,000 won (18%)",
  "comparator": {
    "against": "the same six farms before the AI shipping selection system was introduced (2025 pilot)",
    "before": "출하일령 182.3일; 1+등급 출하율 35.3%; 두당 소득 10만 원",
    "after": "출하일령 176.7일 (5.6일 단축); 1+등급 출하율 37.7% (2.4%p 증가); 두당 소득 11만 8000원 (18% 증가)",
    "basis": "measured",
    "quote": "출하일령이 182.3일에서 176.7일로 5.6일 줄었다. 또 1+등급 출하율은 35.3%에서 37.7%으로 2.4%p 증가하고, 두당 소득이 10만 원에서 11만 8000원으로 18% 늘었다.",
    "url": "https://news.tf.co.kr/read/national/2299220.htm"
  },
  "later": {
    "status": "unknown",
    "date": null,
    "note": "The agency announced a plan to run the weighing system in Yeoncheon in 2026, but no report of that rollout or its results was found.",
    "quote": null,
    "url": null
  },
  "value": {
    "amount": "11만 8000원",
    "what": "income per pig shipped with the AI shipping selection system, up from 10만 원 (100,000 won) per head, an 18% increase",
    "who": "the six pilot pig farms in Anseong, Pocheon and Yeoju",
    "estimate": false,
    "quote": "출하일령이 182.3일에서 176.7일로 5.6일 줄었다. 또 1+등급 출하율은 35.3%에서 37.7%으로 2.4%p 증가하고, 두당 소득이 10만 원에서 11만 8000원으로 18% 늘었다.",
    "url": "https://news.tf.co.kr/read/national/2299220.htm"
  },
  "developer_country": null,
  "deployer_country": "South Korea",
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        "value": {
          "kind": "record_fields",
          "fields": {
            "value": {
              "amount": "11만 8000원",
              "what": "income per pig shipped with the AI shipping selection system, up from 10만 원 (100,000 won) per head, an 18% increase",
              "who": "the six pilot pig farms in Anseong, Pocheon and Yeoju",
              "estimate": false,
              "quote": "출하일령이 182.3일에서 176.7일로 5.6일 줄었다. 또 1+등급 출하율은 35.3%에서 37.7%으로 2.4%p 증가하고, 두당 소득이 10만 원에서 11만 8000원으로 18% 늘었다.",
              "url": "https://news.tf.co.kr/read/national/2299220.htm"
            }
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
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            "value"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "economics[].return_payback": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "economics[].valuation_method": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "evaluations[].ai_uplift": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].comparator": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].design": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].effect": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].exposure": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].id": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].measurement_method": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].metric": {
        "state": "not_assessed",
        "provenance": {
          "kind": "legacy_record",
          "basis": "Mapped from the existing case description without a new external source review.",
          "record_fields": [
            "metric"
          ],
          "source_refs": []
        },
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations",
        "display": {
          "answer": "income per head rose from 100,000 to 118,000 won (18%)",
          "editor_note": ""
        }
      },
      "evaluations[].reproduction_materials": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].setting_sample": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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      "evaluations[].uncertainty_limitations": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
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      },
      "external_references[]": {
        "state": "not_assessed",
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        "value": {
          "kind": "record_fields",
          "fields": {
            "later": {
              "status": "unknown",
              "note": "The agency announced a plan to run the weighing system in Yeoncheon in 2026, but no report of that rollout or its results was found."
            }
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
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        },
        "review_state": "record_mapped",
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      },
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          "kind": "record_fields",
          "fields": {
            "id": "AIBD-0202"
          }
        },
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            "id"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "infrastructure_dependencies[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].beneficiaries": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].beneficiary_count": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].benefit_type": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "benefit_type": "Increased Product Revenue"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "benefit_type"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "outcomes[].claim": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "account": "Gyeonggi-do Agricultural Research and Extension Services announced the results of its 2025 livestock AI pilot on 6 March 2026. The Fact reported it with a Suwon dateline, and Joongboo Ilbo on 8 March. A fattening-pig shipping selection system uses AI to measure pigs' weight without contact and advise the optimal shipping date. It was introduced on six farms in Anseong, Pocheon and Yeoju. Shipping age fell from 182.3 to 176.7 days, a drop of 5.6 days. The share shipped at grade 1+ rose from 35.3% to 37.7%, up 2.4 percentage points. Income per head rose from 100,000 to 118,000 won, up 18%. A sow farrowing management system using ICT equipment for real-time monitoring was introduced on Pocheon farms. It cut the sow accident rate from 3.1% to 2.7%; those accidents are mastitis, fever, loss of appetite and crushing of piglets. Piglets shipped per sow per year rose from 18.3 to 19.2, up 4.9%. Real-time alerts reduced the need to stay in the barn. Lee Jun-bae, head of the agency's technology dissemination division, said the results confirmed AI as a way to raise productivity and income. The agency plans to extend the weighing system to Yeoncheon in 2026. The vendor of the systems is not named. The pilot is listed in the OECD AI Incidents Monitor.",
            "benefit_type": "Increased Product Revenue"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
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            "account",
            "benefit_type"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "outcomes[].distribution": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].duration": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].id": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].stakeholder_group": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "ratings": [
              {
                "group": "organizational",
                "depth": 2,
                "reason": "On six farms, shipping age fell from 182.3 to 176.7 days and the grade 1+ share rose from 35.3% to 37.7%. Income per head rose from 100,000 to 118,000 won, up 18%. On Pocheon farms, sow accidents fell from 3.1% to 2.7% and piglets per sow per year rose from 18.3 to 19.2. These are the agency's own before-and-after figures."
              },
              {
                "group": "personal",
                "reason": "Reduced need for farmers to stay in the barn is mentioned but not measured."
              }
            ]
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "ratings"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "outcomes[].status": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].tradeoffs": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].unexpected": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "unexpected": false,
            "purpose": "Measure fattening pigs' weight without contact using AI and advise the optimal shipping date. Monitor sows in real time around farrowing."
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "unexpected",
            "purpose"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "places[]": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "location": "Anseong, Pocheon and Yeoju, South Korea",
            "deployer_country": "South Korea"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "location",
            "deployer_country"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "purpose": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "purpose": "Measure fattening pigs' weight without contact using AI and advise the optimal shipping date. Monitor sows in real time around farrowing."
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "purpose"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "record_dates": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
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            "date_observed": "2026-03-06",
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              {
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                "change": "Record drafted from the cited sources.",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Benefit type set to Increased Product Revenue under Trustible's full taxonomy of 23 types; it was Improved Organizational Efficiency among the six first used.",
                "source": "https://trustible.ai/post/a-framework-for-measuring-the-benefits-of-ai/",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
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                "source": "https://news.tf.co.kr/read/national/2299220.htm; https://news.tf.co.kr/read/national/2299220.htm",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Country of the deployer added from the organization's own site or a registry.",
                "source": "https://ko.wikipedia.org/wiki/%EA%B2%BD%EA%B8%B0%EB%8F%84%EB%86%8D%EC%97%85%EA%B8%B0%EC%88%A0%EC%9B%90",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Prose pass: a rating reason, account, purpose, the system's part rewritten in shorter sentences with abbreviations expanded; facts, figures and quotations unchanged.",
                "editor": "AIBD"
              }
            ]
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
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          "source_refs": []
        },
        "review_state": "record_mapped",
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      },
      "replication.attempts[]": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "replication": {
              "produced_by": [
                "A provincial extension pilot funded in 2025",
                "Six commercial pig farms adopting non-contact AI weighing",
                "A grading system that pays a premium for grade 1+ pigs"
              ],
              "must_hold": [
                "Farm staff acting on the shipping-date advice",
                "Real-time alerts reaching farmers from the sow system"
              ],
              "echoes": [
                {
                  "date": "2026-03-08",
                  "setting": "Yeoncheon, Gyeonggi: planned 2026 extension of the weighing system targeting a higher grade 1+ rate",
                  "model_version": "same system",
                  "outcome": "unknown",
                  "source": "Joongboo Ilbo, 8 March 2026"
                }
              ]
            }
          }
        },
        "provenance": {
          "kind": "legacy_record",
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          "kind": "record_fields",
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            "replication": {
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                "A grading system that pays a premium for grade 1+ pigs"
              ],
              "must_hold": [
                "Farm staff acting on the shipping-date advice",
                "Real-time alerts reaching farmers from the sow system"
              ],
              "echoes": [
                {
                  "date": "2026-03-08",
                  "setting": "Yeoncheon, Gyeonggi: planned 2026 extension of the weighing system targeting a higher grade 1+ rate",
                  "model_version": "same system",
                  "outcome": "unknown",
                  "source": "Joongboo Ilbo, 8 March 2026"
                }
              ]
            }
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
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            "replication"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "revision_history[]": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "revisions": [
              {
                "date": "2026-10-20",
                "change": "Record drafted from the cited sources.",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Benefit type set to Increased Product Revenue under Trustible's full taxonomy of 23 types; it was Improved Organizational Efficiency among the six first used.",
                "source": "https://trustible.ai/post/a-framework-for-measuring-the-benefits-of-ai/",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Added what the benefit is measured against, the value as stated from the cited sources.",
                "source": "https://news.tf.co.kr/read/national/2299220.htm; https://news.tf.co.kr/read/national/2299220.htm",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Country of the deployer added from the organization's own site or a registry.",
                "source": "https://ko.wikipedia.org/wiki/%EA%B2%BD%EA%B8%B0%EB%8F%84%EB%86%8D%EC%97%85%EA%B8%B0%EC%88%A0%EC%9B%90",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
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                "editor": "AIBD"
              }
            ]
          }
        },
        "provenance": {
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          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "sector": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "domain": "Livestock production",
            "segment": "Swine finishing and farrowing"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
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            "segment"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
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        "state": "not_assessed",
        "review_state": "not_assessed",
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                "kind": "news report",
                "citation": "이승호. AI와 ICT로 돼지 키운다…경기도농기원 \"출하 소득↑ 분만 사고↓\". 더팩트 (The Fact), 6 March 2026.",
                "title": "AI와 ICT로 돼지 키운다…경기도농기원 \"출하 소득↑ 분만 사고↓\"",
                "url": "https://news.tf.co.kr/read/national/2299220.htm",
                "date": "2026-03-06",
                "written_by": "independent",
                "quote": "이 결과 출하일령이 182.3일에서 176.7일로 5.6일 줄었다."
              },
              {
                "kind": "news report",
                "citation": "신연경. 도농기원, AI 기술로 경기지역 농가서 스마트축산 실현. 중부일보 (Joongboo Ilbo), 8 March 2026.",
                "title": "도농기원, AI 기술로 경기지역 농가서 스마트축산 실현",
                "url": "https://www.joongboo.com/news/articleView.html?idxno=363719065",
                "date": "2026-03-08",
                "written_by": "independent",
                "quote": "두당 소득은 1두 10만 원에서 11만8천 원으로 18% 증가했다."
              },
              {
                "kind": "registry label",
                "citation": "OECD.AI AI Incidents and Hazards Monitor. AI Systems Reduce Livestock Accidents and Boost Farmer Income in Gyeonggi Province. Record 2026-03-05-1ac3.",
                "title": "AI Systems Reduce Livestock Accidents and Boost Farmer Income in Gyeonggi Province",
                "url": "https://oecd.ai/en/incidents/2026-03-05-1ac3",
                "date": "2026-03-05",
                "written_by": "independent",
                "quote": "These systems reduced birthing accidents and increased both productivity and farmer income, demonstrating AI's positive impact on livestock management in South Korea's Gyeonggi Province."
              }
            ]
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
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          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
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        "value": {
          "kind": "identifiers",
          "identifiers": [
            "AIBD-0202-source-0001",
            "AIBD-0202-source-0002",
            "AIBD-0202-source-0003"
          ],
          "role": "Existing evidence items, in their original order"
        },
        "provenance": {
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          "basis": "Stable within the fingerprinted record version; no source content or source review has been added.",
          "record_fields": [],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "complete"
      },
      "sources[].language": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "sources[].relationship": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "evidence": [
              {
                "kind": "news report",
                "citation": "이승호. AI와 ICT로 돼지 키운다…경기도농기원 \"출하 소득↑ 분만 사고↓\". 더팩트 (The Fact), 6 March 2026.",
                "title": "AI와 ICT로 돼지 키운다…경기도농기원 \"출하 소득↑ 분만 사고↓\"",
                "url": "https://news.tf.co.kr/read/national/2299220.htm",
                "date": "2026-03-06",
                "written_by": "independent",
                "quote": "이 결과 출하일령이 182.3일에서 176.7일로 5.6일 줄었다."
              },
              {
                "kind": "news report",
                "citation": "신연경. 도농기원, AI 기술로 경기지역 농가서 스마트축산 실현. 중부일보 (Joongboo Ilbo), 8 March 2026.",
                "title": "도농기원, AI 기술로 경기지역 농가서 스마트축산 실현",
                "url": "https://www.joongboo.com/news/articleView.html?idxno=363719065",
                "date": "2026-03-08",
                "written_by": "independent",
                "quote": "두당 소득은 1두 10만 원에서 11만8천 원으로 18% 증가했다."
              },
              {
                "kind": "registry label",
                "citation": "OECD.AI AI Incidents and Hazards Monitor. AI Systems Reduce Livestock Accidents and Boost Farmer Income in Gyeonggi Province. Record 2026-03-05-1ac3.",
                "title": "AI Systems Reduce Livestock Accidents and Boost Farmer Income in Gyeonggi Province",
                "url": "https://oecd.ai/en/incidents/2026-03-05-1ac3",
                "date": "2026-03-05",
                "written_by": "independent",
                "quote": "These systems reduced birthing accidents and increased both productivity and farmer income, demonstrating AI's positive impact on livestock management in South Korea's Gyeonggi Province."
              }
            ]
          }
        },
        "provenance": {
          "kind": "legacy_record",
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          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
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      },
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        "state": "not_assessed",
        "review_state": "not_assessed",
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      },
      "strategic_assessments[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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        "family": "strategic assessments"
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        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "summary": "2025 provincial pilot on six farms in Anseong, Pocheon and Yeoju: AI non-contact weighing cut shipping age 182.3 to 176.7 days, lifted 1+ grade share 35.3 to 37.7% and income per head 18%.",
            "account": "Gyeonggi-do Agricultural Research and Extension Services announced the results of its 2025 livestock AI pilot on 6 March 2026. The Fact reported it with a Suwon dateline, and Joongboo Ilbo on 8 March. A fattening-pig shipping selection system uses AI to measure pigs' weight without contact and advise the optimal shipping date. It was introduced on six farms in Anseong, Pocheon and Yeoju. Shipping age fell from 182.3 to 176.7 days, a drop of 5.6 days. The share shipped at grade 1+ rose from 35.3% to 37.7%, up 2.4 percentage points. Income per head rose from 100,000 to 118,000 won, up 18%. A sow farrowing management system using ICT equipment for real-time monitoring was introduced on Pocheon farms. It cut the sow accident rate from 3.1% to 2.7%; those accidents are mastitis, fever, loss of appetite and crushing of piglets. Piglets shipped per sow per year rose from 18.3 to 19.2, up 4.9%. Real-time alerts reduced the need to stay in the barn. Lee Jun-bae, head of the agency's technology dissemination division, said the results confirmed AI as a way to raise productivity and income. The agency plans to extend the weighing system to Yeoncheon in 2026. The vendor of the systems is not named. The pilot is listed in the OECD AI Incidents Monitor."
          }
        },
        "provenance": {
          "kind": "legacy_record",
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          "record_fields": [
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            "account"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "systems[].autonomy_permissions": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].component_role": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].deployment_configuration": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].inputs_outputs": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].model_name": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].model_version": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].product_name": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "system": "Fattening-pig shipping selection system (AI non-contact weighing) and sow farrowing management system (ICT monitoring)"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "system"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "systems[].provider": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "application_developer": "Not named in the sources"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Mapped from the existing case description without a new external source review.",
          "record_fields": [
            "developer"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "taxonomy_crosswalks[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "title": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "title": "Gyeonggi ARES AI pig-weighing pilot cuts shipping age 5.6 days and lifts income per head 18% on six farms",
            "headline": "Gyeonggi AI pig-weighing pilot lifts income per head 18%"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "title",
            "headline"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "version": {
        "state": "value_present",
        "value": {
          "kind": "identifiers",
          "identifiers": [
            "12d95b8f75b460405f62c3229035e3bf716a895661fd05da72c067575be6d068"
          ],
          "role": "SHA-256 of normalized original case data"
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Deterministic content version assigned by the local migration.",
          "record_fields": [],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "complete"
      },
      "workflow": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "account": "Gyeonggi-do Agricultural Research and Extension Services announced the results of its 2025 livestock AI pilot on 6 March 2026. The Fact reported it with a Suwon dateline, and Joongboo Ilbo on 8 March. A fattening-pig shipping selection system uses AI to measure pigs' weight without contact and advise the optimal shipping date. It was introduced on six farms in Anseong, Pocheon and Yeoju. Shipping age fell from 182.3 to 176.7 days, a drop of 5.6 days. The share shipped at grade 1+ rose from 35.3% to 37.7%, up 2.4 percentage points. Income per head rose from 100,000 to 118,000 won, up 18%. A sow farrowing management system using ICT equipment for real-time monitoring was introduced on Pocheon farms. It cut the sow accident rate from 3.1% to 2.7%; those accidents are mastitis, fever, loss of appetite and crushing of piglets. Piglets shipped per sow per year rose from 18.3 to 19.2, up 4.9%. Real-time alerts reduced the need to stay in the barn. Lee Jun-bae, head of the agency's technology dissemination division, said the results confirmed AI as a way to raise productivity and income. The agency plans to extend the weighing system to Yeoncheon in 2026. The vendor of the systems is not named. The pilot is listed in the OECD AI Incidents Monitor.",
            "replication": {
              "produced_by": [
                "A provincial extension pilot funded in 2025",
                "Six commercial pig farms adopting non-contact AI weighing",
                "A grading system that pays a premium for grade 1+ pigs"
              ],
              "must_hold": [
                "Farm staff acting on the shipping-date advice",
                "Real-time alerts reaching farmers from the sow system"
              ],
              "echoes": [
                {
                  "date": "2026-03-08",
                  "setting": "Yeoncheon, Gyeonggi: planned 2026 extension of the weighing system targeting a higher grade 1+ rate",
                  "model_version": "same system",
                  "outcome": "unknown",
                  "source": "Joongboo Ilbo, 8 March 2026"
                }
              ]
            }
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "account",
            "replication"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      }
    },
    "summary": {
      "total": 91,
      "addressed": 91,
      "known": 32,
      "reviewed": 0,
      "record_mapped": 32,
      "not_assessed": 59,
      "complete": false,
      "by_state": {
        "value_present": 32,
        "not_reported": 0,
        "unresolved": 0,
        "not_assessed": 59,
        "not_applicable": 0,
        "withheld": 0,
        "source_unavailable": 0
      }
    }
  }
}
