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\u76f4\u8fd16\u304b\u6708\u306e\u63a8\u79fb\u304b\u3089\u3001\u50be\u5411\uff08\u4e0a\u6607\uff0f\u6a2a\u3070\u3044\uff0f\u4e0b\u964d\uff09\u3068\u3001\u3057\u304d\u3044\u5024\u307e\u3067\u306e\u4f59\u88d5\u3092\u8a08\u7b97\u3057\u307e\u3059\n4. **\u7d4c\u904e\u6642\u9593\u306e\u7b97\u51fa** \u2026 \u90e8\u54c1\u3054\u3068\u306b\u3001\u524d\u56de\u4ea4\u63db\u304b\u3089\u306e\u7d4c\u904e\u6642\u9593\u30fb\u7a3c\u50cd\u6642\u9593\u3092\u8a08\u7b97\u3057\u307e\u3059\n5. **\u81ea\u7531\u8a18\u8ff0\u306e\u62bd\u51fa\u3068\u6b63\u898f\u5316** \u2026 \u5099\u8003\u6b04\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u96c6\u3081\u3001\u8a2d\u5099\u306e\u547c\u3073\u540d\u306e\u8868\u8a18\u3086\u308c\u3092\u305d\u308d\u3048\u307e\u3059\n6. **\u6cd5\u5b9a\u691c\u67fb\u306e\u671f\u9650\u306e\u7b97\u51fa** \u2026 \u6b21\u56de\u306e\u671f\u9650\u307e\u3067\u306e\u6b8b\u308a\u65e5\u6570\u3092\u8a08\u7b97\u3057\u307e\u3059","ai_processing":"**\u512a\u5148\u5ea6\u306e\u8a08\u7b97\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059\u3002** \u6b21\u306e\u8981\u7d20\u3092\u70b9\u6570\u5316\u3057\u3066\u5408\u8a08\u3057\u307e\u3059\u3002\n\n| \u8981\u7d20 | \u8a08\u7b97 |\n|:--|:--|\n| \u90e8\u54c1\u306e\u4ea4\u63db\u6642\u671f | \u63a8\u5968\u5468\u671f\u306b\u5bfe\u3059\u308b\u7d4c\u904e\u7387\uff08120%\u3092\u8d85\u3048\u3066\u3044\u308c\u3070\u9ad8\u5f97\u70b9\uff09 |\n| \u540c\u578b\u6a5f\u3068\u306e\u6bd4\u8f03 | \u540c\u578b\u6a5f\u306e\u5e73\u5747\u6545\u969c\u9593\u9694\u306b\u5bfe\u3059\u308b\u7d4c\u904e\u7387 |\n| \u6e2c\u5b9a\u5024\u306e\u50be\u5411 | \u76f4\u8fd16\u304b\u6708\u306e\u60aa\u5316\u306e\u5ea6\u5408\u3044\u3068\u3001\u3057\u304d\u3044\u5024\u307e\u3067\u306e\u4f59\u88d5 |\n| \u6cd5\u5b9a\u691c\u67fb\u306e\u671f\u9650 | \u671f\u9650\u307e\u3067\u306e\u6b8b\u308a\u65e5\u6570 |\n| \u505c\u6b62\u6642\u306e\u5f71\u97ff | \u751f\u7523\u8a08\u753b\u4e0a\u306e\u91cd\u8981\u5ea6\uff08\u30e9\u30a4\u30f3\u306e\u6b62\u307e\u308a\u65b9\uff09 |\n| \u904e\u53bb\u306e\u6545\u969c\u983b\u5ea6 | \u305d\u306e\u8a2d\u5099\u306e\u904e\u53bb3\u5e74\u306e\u6545\u969c\u56de\u6570 |\n\n**\u300c\u4f55\u70b9\u306a\u3089\u6574\u5099\u3059\u3079\u304d\u304b\u300d\u306f\u6c7a\u3081\u307e\u305b\u3093\u3002** \u70b9\u6570\u306f\u4e26\u3079\u66ff\u3048\u306e\u305f\u3081\u306e\u3082\u306e\u3067\u3042\u308a\u3001\u3057\u304d\u3044\u5024\u3067\u81ea\u52d5\u5224\u5b9a\u306f\u3057\u307e\u305b\u3093\u3002\n\n**LLM\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u81ea\u7531\u8a18\u8ff0\u304b\u3089\u306e\u5146\u3057\u306e\u62bd\u51fa | \u300c\u3084\u3084\u7570\u97f3\u300d\u300c\u304c\u305f\u3064\u304d\u8efd\u5fae\u300d\u300c\u6cb9\u306b\u3058\u307f\u300d\u3068\u3044\u3063\u305f\u8a18\u8ff0\u3092\u62fe\u3046 |\n| \u904e\u53bb\u306e\u6545\u969c\u524d\u306e\u8a18\u8ff0\u3068\u306e\u7167\u5408 | \u4f3c\u305f\u8a18\u8ff0\u304c\u3001\u904e\u53bb\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u6545\u969c\u524d\u306b\u66f8\u304b\u308c\u3066\u3044\u305f\u304b\u3092\u898b\u308b |\n| \u8a18\u8ff0\u306e\u6642\u7cfb\u5217\u306e\u5909\u5316\u306e\u6307\u6458 | \u300c3\u304b\u6708\u524d\u306f\u300e\u308f\u305a\u304b\u306a\u7570\u97f3\u300f\u3001\u4eca\u6708\u306f\u300e\u7570\u97f3\u304c\u5927\u304d\u3044\u300f\u300d\u3068\u3044\u3046\u60aa\u5316\u3092\u793a\u3059 |\n| \u4fdd\u5168\u62c5\u5f53\u5411\u3051\u306e\u78ba\u8a8d\u4e8b\u9805\u306e\u4f5c\u6210 | \u73fe\u5834\u3067\u4f55\u3092\u898b\u308c\u3070\u3088\u3044\u304b\u3092\u66f8\u304f |\n| \u6574\u5099\u8a18\u9332\u304b\u3089\u306e\u8aad\u307f\u53d6\u308a | \u300c\u5fdc\u6025\u51e6\u7f6e\u3067\u5bfe\u5fdc\u300d\u3068\u66f8\u304b\u308c\u305f\u8a18\u9332\u3092\u62fe\u3046 |\n\n**\u300c\u3044\u3064\u58ca\u308c\u308b\u304b\u300d\u3092\u66f8\u304b\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c\u6b8b\u5b58\u5bff\u547d\u306f\u7d042\u304b\u6708\u3067\u3059\u300d\u3068\u3044\u3046\u51fa\u529b\u306f\u3001**\u6839\u62e0\u304c\u306a\u3044\u3046\u3048\u3001\u5916\u308c\u305f\u3068\u304d\u306b\u69cb\u6210\u5168\u4f53\u304c\u4fe1\u7528\u3055\u308c\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u300c\u6574\u5099\u3059\u3079\u304d\u300d\u3068\u3044\u3046\u5224\u65ad\u3082\u66f8\u304b\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6574\u5099\u306e\u8981\u5426\u306f\u3001\u73fe\u5834\u3067\u72b6\u614b\u3092\u898b\u3066\u3001\u90e8\u54c1\u306e\u5165\u624b\u6027\u3068\u751f\u7523\u8a08\u753b\u3092\u8e0f\u307e\u3048\u3066\u6c7a\u3081\u308b\u3053\u3068\u3067\u3059\u3002\n\n**\u300c\u5fdc\u6025\u51e6\u7f6e\u3067\u5bfe\u5fdc\u300d\u306e\u62fe\u3044\u51fa\u3057\u306f\u3001\u5b9f\u52d9\u3067\u52b9\u304d\u307e\u3059\u3002** \u6052\u4e45\u5bfe\u7b56\u3092\u3057\u306a\u3044\u307e\u307e\u904b\u8ee2\u3092\u7d9a\u3051\u3066\u3044\u308b\u8a2d\u5099\u306f\u3001\u8a18\u9332\u3092\u8aad\u307e\u306a\u3044\u3068\u5206\u304b\u308a\u307e\u305b\u3093\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u3001\u8a2d\u5099\u4fdd\u5168\u306e\u62c5\u5f53\u8005\u304c\u898b\u308b\u3079\u304d\u8a2d\u5099\u3092\u7d5e\u308b\u306e\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u70b9\u691c\u8a18\u9332\u306e\u81ea\u7531\u8a18\u8ff0\u304b\u3089\u3001\u7570\u5e38\u306e\u5146\u3057\u3092\u793a\u3059\u8a18\u8ff0\u3092\u62fe\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6545\u969c\u306e\u6642\u671f\u3092\u4e88\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3007\u304b\u6708\u4ee5\u5185\u306b\u6545\u969c\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u300d\u300c\u6b8b\u5b58\u5bff\u547d\u306f\u301c\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6574\u5099\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u4ea4\u63db\u304c\u5fc5\u8981\u3067\u3059\u300d\u300c\u65e9\u6025\u306b\u5bfe\u5fdc\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u8a18\u8ff0\u306b\u73fe\u308c\u305f\u4e8b\u5b9f\u3068\u3001\u904e\u53bb\u306e\u4f3c\u305f\u4e8b\u4f8b\u3092\u793a\u3059\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8a18\u8ff0\u306b\u306a\u3044\u3053\u3068\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u304a\u305d\u3089\u304f\u8ef8\u53d7\u306e\u6469\u8017\u3068\u601d\u308f\u308c\u307e\u3059\u300d\u306e\u3088\u3046\u306b\u539f\u56e0\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u8a18\u8ff0\u3055\u308c\u305f\u75c7\u72b6\u3092\u305d\u306e\u307e\u307e\u6271\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u904e\u53bb\u306e\u6545\u969c\u524d\u306e\u8a18\u8ff0\u3068\u7167\u5408\u3059\u308b\u3068\u304d\u306f\u3001\n  \u5b9f\u969b\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u8a18\u9332\u3068\u3001\u305d\u306e\u6545\u969c\u5185\u5bb9\u3092 similar_cases \u306b\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u540c\u69d8\u306e\u7d4c\u904e\u3092\u305f\u3069\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u7d50\u8ad6\u3065\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a18\u8ff0\u306e\u6642\u7cfb\u5217\u306e\u5909\u5316\uff08\u60aa\u5316\u30fb\u6539\u5584\u30fb\u5909\u5316\u306a\u3057\uff09\u306f\u3001\n  \u5404\u6708\u306e\u8a18\u8ff0\u3092\u4e26\u3079\u3066\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5909\u5316\u306e\u5ea6\u5408\u3044\u3092\u6570\u5024\u5316\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u81ea\u7531\u8a18\u8ff0\u304c\u7a7a\u6b04\u306e\u6708\u306b\u3064\u3044\u3066\u306f\u3001\u300c\u8a18\u8f09\u306a\u3057\u300d\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u7570\u5e38\u306a\u3057\u300d\u3068\u89e3\u91c8\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\u8a18\u5165\u3055\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3068\u3001\u7570\u5e38\u304c\u306a\u3044\u3053\u3068\u306f\u9055\u3044\u307e\u3059\u3002**\n- \u78ba\u8a8d\u4e8b\u9805\u306f\u3001\u4fdd\u5168\u62c5\u5f53\u304c\u73fe\u5834\u3067\u5b9f\u969b\u306b\u3067\u304d\u308b\u3053\u3068\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u8a73\u7d30\u306a\u8a3a\u65ad\u3092\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u300d\u3067\u306f\u306a\u304f\n  \u300c\u904b\u8ee2\u4e2d\u306b\u8ef8\u53d7\u90e8\u306e\u97f3\u3092\u805e\u304d\u3001\u524d\u56de\u306e\u70b9\u691c\u6642\u3068\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f5c\u696d\u8005\u306e\u6280\u91cf\u3084\u5bfe\u5fdc\u306e\u9069\u5426\u306b\u3064\u3044\u3066\u8a18\u8ff0\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8a2d\u5099\u306e\u60c5\u5831\u3011\n\u8a2d\u5099\u756a\u53f7: {equipment_id} \/ \u6a5f\u7a2e: {model} \/ \u5c0e\u5165\u5e74: {installed_year}\n\u5206\u985e: {category} \/ \u8a2d\u7f6e\u5834\u6240: {location}\n\n\u3010\u8a08\u7b97\u6e08\u307f\u306e\u6307\u6a19\u3011\n{calculated_metrics}\n\n\u3010\u76f4\u8fd112\u304b\u6708\u306e\u70b9\u691c\u8a18\u9332\u306e\u81ea\u7531\u8a18\u8ff0\uff08\u6708\u3054\u3068\uff09\u3011\n{free_text_by_month}\n\n\u3010\u3053\u306e\u8a2d\u5099\u306e\u4fdd\u5168\u5c65\u6b74\uff08\u76f4\u8fd13\u5e74\uff09\u3011\n{maintenance_history}\n\n\u3010\u904e\u53bb\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u3001\u6545\u969c\u524d3\u304b\u6708\u306e\u8a18\u8ff0\uff08\u540c\u5206\u985e\uff09\u3011\n{failure_precursor_cases}\n```\n\n**\u300c\u6545\u969c\u306e\u6642\u671f\u3092\u4e88\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u306e1\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5b89\u5168\u88c5\u7f6e\u3067\u3059\u3002** \u3053\u308c\u3092\u66f8\u304b\u306a\u3044\u3068\u3001LLM\u306f\u89aa\u5207\u306b\u300c2\u301c3\u304b\u6708\u4ee5\u5185\u306e\u6545\u969c\u304c\u61f8\u5ff5\u3055\u308c\u307e\u3059\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u305d\u306e\u4e88\u6e2c\u304c\u5916\u308c\u308b\u3068\u3001\u4fdd\u5168\u62c5\u5f53\u306f\u4e00\u89a7\u3092\u898b\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u300c\u8a18\u8f09\u306a\u3057\u3068\u7570\u5e38\u306a\u3057\u306f\u9055\u3046\u300d\u306e\u6307\u793a\u306f\u3001\u5b9f\u52d9\u3067\u91cd\u8981\u3067\u3059\u3002** \u70b9\u691c\u8a18\u9332\u306e\u5099\u8003\u6b04\u306f\u3001\u591a\u304f\u306e\u6708\u3067\u7a7a\u6b04\u3067\u3059\u3002**\u7a7a\u6b04\u3092\u300c\u7570\u5e38\u306a\u3057\u300d\u3068\u89e3\u91c8\u3059\u308b\u3068\u3001\u8a18\u5165\u3055\u308c\u306a\u304b\u3063\u305f\u3060\u3051\u306e\u8a2d\u5099\u304c\u5b89\u5168\u5074\u306b\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002**","output_data":"\u8a08\u7b97\u90e8\u5206\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"equipment_id\": \"\",\n  \"model\": \"\",\n  \"category\": \"\",\n  \"priority_score\": 0,\n  \"score_breakdown\": {\n    \"parts_age_ratio\": 0.0,\n    \"vs_same_model_mtbf\": 0.0,\n    \"measurement_trend\": \"worsening | flat | improving | no_data\",\n    \"margin_to_threshold\": 0.0,\n    \"statutory_inspection_days_left\": 0,\n    \"production_impact\": \"high | medium | low\",\n    \"failure_count_3y\": 0\n  },\n  \"parts_status\": [\n    {\n      \"part\": \"\",\n      \"last_replaced\": \"\",\n      \"recommended_interval\": \"\",\n      \"elapsed_ratio\": 0.0\n    }\n  ],\n  \"measurement_history\": []\n}\n```\n\nLLM\u90e8\u5206\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"equipment_id\": \"\",\n  \"findings\": [\n    {\n      \"month\": \"\",\n      \"quoted_text\": \"\",\n      \"symptom_type\": \"noise | vibration | leak | heat | play | other\",\n      \"record_status\": \"written | not_written\"\n    }\n  ],\n  \"trend_in_text\": \"worsening | unchanged | improving | insufficient_records\",\n  \"similar_cases\": [\n    {\n      \"equipment_id\": \"\",\n      \"failure_date\": \"\",\n      \"failure_part\": \"\",\n      \"precursor_text\": \"\",\n      \"months_before_failure\": 0\n    }\n  ],\n  \"temporary_fix_records\": [],\n  \"check_points\": [],\n  \"needs_review\": []\n}\n```\n\n**`quoted_text`\uff08\u8a18\u9332\u306e\u539f\u6587\uff09\u3092\u5fc5\u305a\u6b8b\u3057\u307e\u3059\u3002** \u300c\u7570\u97f3\u306e\u8a18\u8f09\u3042\u308a\u300d\u3068\u8981\u7d04\u3055\u308c\u308b\u3068\u3001\u4fdd\u5168\u62c5\u5f53\u306f\u3069\u306e\u7a0b\u5ea6\u306e\u7570\u97f3\u304b\u3092\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002\n\n**`record_status: not_written`\uff08\u8a18\u8f09\u306a\u3057\uff09\u3092\u660e\u793a\u7684\u306b\u6301\u3061\u307e\u3059\u3002** \u300c\u7570\u5e38\u306a\u3057\u300d\u3068\u533a\u5225\u3059\u308b\u305f\u3081\u3067\u3059\u3002\n\n**`similar_cases` \u306b\u306f\u3001\u5b9f\u969b\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u8a18\u9332\u3092\u793a\u3057\u307e\u3059\u3002** \u300c\u4f3c\u305f\u8a18\u8ff0\u306e\u5f8c\u306b\u3001\u3053\u306e\u8a2d\u5099\u3067\u306f\u3053\u306e\u90e8\u4f4d\u304c\u6545\u969c\u3057\u305f\u300d\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3092\u4e26\u3079\u3001**\u540c\u3058\u3053\u3068\u304c\u8d77\u304d\u308b\u3068\u306f\u66f8\u304d\u307e\u305b\u3093\u3002**\n\n`check_points` \u306f\u3001\u73fe\u5834\u3067\u4f55\u3092\u898b\u308c\u3070\u3088\u3044\u304b\u3067\u3059\u3002**\u3053\u3053\u304c\u5177\u4f53\u7684\u3067\u3042\u308b\u307b\u3069\u3001\u3053\u306e\u69cb\u6210\u306f\u4f7f\u308f\u308c\u307e\u3059\u3002**\n\n\u306a\u304a\u3001Claude API \u306b\u306f\u51fa\u529b\u3092JSON\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u308f\u305b\u308b**\u69cb\u9020\u5316\u51fa\u529b**\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\uff082026-09-16\u6642\u70b9\u3067\u306f\u30d9\u30fc\u30bf\u6a5f\u80fd\u3068\u3057\u3066\u63d0\u4f9b\uff09\u3002420\u53f0\u3076\u3093\u3092\u6a5f\u68b0\u51e6\u7406\u3059\u308b\u305f\u3081\u3001\u5229\u7528\u3067\u304d\u308b\u3068\u5b89\u5168\u3067\u3059\u3002","integration_systems":"| \u3064\u306a\u3050\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u70b9\u691c\u8a18\u9332\u30fb\u4fdd\u5168\u5c65\u6b74\u30fb\u6545\u969c\u5c65\u6b74\u30fb\u8a2d\u5099\u30de\u30b9\u30bf\u3092\u53d6\u5f97\u3059\u308b |\n| \u751f\u7523\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u7a3c\u50cd\u6642\u9593\u3068\u751f\u7523\u8a08\u753b\u3092\u53d6\u5f97\u3059\u308b |\n| \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u307e\u305f\u306fCMMS | \u512a\u5148\u5ea6\u3064\u304d\u306e\u4e00\u89a7\u3092\u51fa\u3059 |\n| \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u66f8\u304d\u8fbc\u307f\uff09 | \u6574\u5099\u8a08\u753b\u306b\u53cd\u6620\u3059\u308b\uff08**\u4eba\u306e\u5224\u65ad\u5f8c**\uff09 |\n| \u6545\u969c\u524d\u306e\u8a18\u8ff0\u306e\u84c4\u7a4d | \u6545\u969c\u767a\u751f\u6642\u306b\u81ea\u52d5\u3067\u767b\u9332\u3059\u308b |\n\n**\u6574\u5099\u8a08\u753b\u3078\u306e\u81ea\u52d5\u53cd\u6620\u306f\u3057\u307e\u305b\u3093\u3002** \u90e8\u54c1\u306e\u624b\u914d\u3001\u30e9\u30a4\u30f3\u306e\u505c\u6b62\u8abf\u6574\u3001\u4f5c\u696d\u8005\u306e\u78ba\u4fdd\u304c\u4f34\u3046\u305f\u3081\u3001**\u4eba\u304c\u6c7a\u3081\u3066\u8a08\u753b\u306b\u5165\u308c\u307e\u3059\u3002**\n\n**\u6545\u969c\u767a\u751f\u6642\u306e\u300c\u6545\u969c\u524d\u306e\u8a18\u8ff0\u300d\u306e\u767b\u9332\u306f\u81ea\u52d5\u5316\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u3092\u4eba\u624b\u306b\u4efb\u305b\u308b\u3068\u3001\u5fd9\u3057\u3044\u5fa9\u65e7\u5bfe\u5fdc\u306e\u4e2d\u3067\u5fc5\u305a\u5fd8\u308c\u3089\u308c\u307e\u3059\u3002**\u3053\u306e\u767b\u9332\u304c\u6b62\u307e\u308b\u3068\u3001\u3053\u306e\u69cb\u6210\u306f\u80b2\u305f\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","human_review":"**\u4e0a\u4f4d\u306e\u8a2d\u5099\u3092\u4fdd\u5168\u62c5\u5f53\u304c\u73fe\u5834\u3067\u78ba\u8a8d\u3057\u307e\u3059\u3002**\n\n| \u533a\u5206 | \u5bfe\u8c61 | \u5bfe\u5fdc |\n|:--|:--|:--|\n| \u4eca\u6708\u78ba\u8a8d | `priority_score` \u4e0a\u4f4d20\u53f0 | \u73fe\u5834\u3067\u72b6\u614b\u3092\u898b\u308b |\n| \u4eca\u6708\u78ba\u8a8d | `trend_in_text: worsening` \u306e\u3082\u306e | \u8a18\u8ff0\u306e\u60aa\u5316\u304c\u3042\u308c\u3070\u3001\u70b9\u6570\u306b\u95a2\u308f\u3089\u305a\u898b\u308b |\n| \u4eca\u6708\u78ba\u8a8d | `temporary_fix_records` \u304c\u3042\u308b\u3082\u306e | \u5fdc\u6025\u51e6\u7f6e\u306e\u307e\u307e\u306e\u8a2d\u5099\u3092\u78ba\u8a8d\u3059\u308b |\n| \u671f\u9650\u7ba1\u7406 | `statutory_inspection_days_left` \u304c60\u65e5\u4ee5\u5185 | \u6cd5\u5b9a\u691c\u67fb\u306e\u8a08\u753b\u306b\u5165\u308c\u308b |\n| \u8981\u691c\u8a0e | `measurement_trend: no_data` \u304c\u7d9a\u304f\u3082\u306e | **\u8a18\u9332\u304c\u53d6\u308c\u3066\u3044\u306a\u3044\u3002\u8a18\u9332\u306e\u904b\u7528\u3092\u76f4\u3059** |\n| \u5bfe\u8c61\u5916 | \u4e0b\u4f4d\u306e\u8a2d\u5099 | \u5f93\u6765\u3069\u304a\u308a\u306e\u5b9a\u671f\u70b9\u691c |\n\n**`no_data` \u304c\u591a\u3044\u8a2d\u5099\u3092\u653e\u7f6e\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6e2c\u5b9a\u5024\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u306a\u3044\u8a2d\u5099\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u8a55\u4fa1\u3067\u304d\u307e\u305b\u3093\u3002**\u8a55\u4fa1\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u300c\u554f\u984c\u306a\u3057\u300d\u3068\u8aad\u307e\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\n\n**\u73fe\u5834\u3067\u898b\u305f\u7d50\u679c\u3092\u5fc5\u305a\u8a18\u9332\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u300c\u4e0a\u4f4d\u306b\u6319\u304c\u3063\u305f\u304c\u3001\u898b\u305f\u3068\u3053\u308d\u554f\u984c\u306a\u304b\u3063\u305f\u300d\u3068\u3044\u3046\u8a18\u9332\u304c\u3001\u512a\u5148\u5ea6\u306e\u8a08\u7b97\u3092\u898b\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u81ea\u7531\u8a18\u8ff0\u304c\u7a7a\u6b04 | `not_written` \u3068\u3059\u308b\u3002**\u300c\u7570\u5e38\u306a\u3057\u300d\u3068\u89e3\u91c8\u3057\u306a\u3044** |\n| \u6e2c\u5b9a\u5024\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u306a\u3044 | `no_data` \u3068\u3059\u308b\u3002**\u8a55\u4fa1\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u660e\u793a\u3059\u308b** |\n| \u7a3c\u50cd\u6642\u9593\u304c\u53d6\u308c\u306a\u3044 | \u7d4c\u904e\u65e5\u6570\u3067\u4ee3\u7528\u3059\u308b\u3002**\u4ee3\u7528\u3057\u305f\u3053\u3068\u3092\u8a18\u9332\u3059\u308b** |\n| \u540c\u578b\u6a5f\u304c1\u53f0\u3057\u304b\u306a\u3044 | \u540c\u578b\u6a5f\u3068\u306e\u6bd4\u8f03\u3092\u884c\u308f\u306a\u3044\u3002**\u5e73\u5747\u6545\u969c\u9593\u9694\u30921\u53f0\u306e\u5b9f\u7e3e\u304b\u3089\u51fa\u3055\u306a\u3044** |\n| \u5c0e\u5165\u304b\u30891\u5e74\u672a\u6e80\u306e\u8a2d\u5099 | \u5b9f\u7e3e\u304c\u8db3\u308a\u306a\u3044\u3002\u30e1\u30fc\u30ab\u30fc\u63a8\u5968\u306e\u4ea4\u63db\u5468\u671f\u306e\u307f\u3067\u8a55\u4fa1\u3059\u308b |\n| \u904e\u53bb\u306b\u6545\u969c\u304c\u306a\u3044\u8a2d\u5099 | \u826f\u3044\u3053\u3068\u3067\u3042\u3063\u3066\u3001\u8a55\u4fa1\u3067\u304d\u306a\u3044\u3053\u3068\u3067\u306f\u306a\u3044\u3002**\u70b9\u6570\u3092\u4e0b\u3052\u308b\u3060\u3051\u306b\u3059\u308b** |\n| \u6545\u969c\u524d\u306e\u8a18\u8ff0\u306e\u4e8b\u4f8b\u304c\u5c11\u306a\u3044 | \u7167\u5408\u304c\u52b9\u304b\u306a\u3044\u3002**\u4e8b\u4f8b\u304c20\u4ef6\u3092\u5207\u308b\u5206\u985e\u3067\u306f\u3001\u3053\u306e\u6a5f\u80fd\u3092\u4f7f\u308f\u306a\u3044** |\n| \u4e0a\u4f4d\u306b\u6319\u304c\u3063\u305f\u304c\u554f\u984c\u306a\u304b\u3063\u305f | \u8a18\u9332\u3059\u308b\u3002**\u70b9\u6570\u306e\u91cd\u307f\u3092\u898b\u76f4\u3059\u6750\u6599\u306b\u3059\u308b** |\n| \u4e0a\u4f4d\u306b\u6319\u304c\u3089\u306a\u304b\u3063\u305f\u8a2d\u5099\u304c\u6545\u969c\u3057\u305f | **\u5fc5\u305a\u632f\u308a\u8fd4\u308b\u3002** \u8a18\u9332\u306b\u5146\u3057\u304c\u3042\u3063\u305f\u304b\u3001\u306a\u304b\u3063\u305f\u304b\u3092\u78ba\u8a8d\u3059\u308b |\n| \u8a18\u9332\u306e\u8a18\u5165\u7387\u304c\u4f4e\u3044 | \u8a18\u5165\u7387\u3092\u6307\u6a19\u3068\u3057\u3066\u51fa\u3059\u3002**\u69cb\u6210\u306e\u524d\u306b\u8a18\u9332\u306e\u904b\u7528\u3092\u76f4\u3059** |\n| \u6cd5\u5b9a\u691c\u67fb\u306e\u671f\u9650\u304c\u904e\u304e\u3066\u3044\u308b | \u6700\u512a\u5148\u3067\u901a\u77e5\u3059\u308b\u3002**\u6cd5\u4ee4\u4e0a\u306e\u7fa9\u52d9\u3067\u3042\u308a\u3001\u4fdd\u5168\u306e\u512a\u5148\u5ea6\u3068\u306f\u5225\u306e\u8ef8** |","log_storage":"- \u6708\u6b21\u306e\u8a55\u4fa1\u7d50\u679c\uff08`score_breakdown` \u3092\u542b\u3080\u5168\u9805\u76ee\uff09\n- LLM\u304c\u62fe\u3063\u305f\u8a18\u8ff0\u3068\u3001\u305d\u306e\u539f\u6587\n- \u904e\u53bb\u306e\u6545\u969c\u524d\u306e\u8a18\u8ff0\u3068\u306e\u7167\u5408\u7d50\u679c\n- **\u4fdd\u5168\u62c5\u5f53\u304c\u73fe\u5834\u3067\u78ba\u8a8d\u3057\u305f\u7d50\u679c**\uff08\u554f\u984c\u3042\u308a\uff0f\u306a\u3057\u3001\u305d\u306e\u5185\u5bb9\uff09\n- \u6574\u5099\u3057\u305f\u5185\u5bb9\u3068\u65e5\u4ed8\n- \u6545\u969c\u306e\u767a\u751f\u3068\u3001\u305d\u306e\u524d3\u304b\u6708\u306e\u8a18\u9332\n- **\u4e0a\u4f4d\u306b\u6319\u304c\u3089\u306a\u304b\u3063\u305f\u306e\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u8a18\u9332**\n\n**\u6700\u5f8c\u306e\u9805\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u6539\u5584\u3059\u308b\u552f\u4e00\u306e\u6750\u6599\u3067\u3059\u3002** \u898b\u843d\u3068\u3057\u305f\u6545\u969c\u306b\u3064\u3044\u3066\u300c\u8a18\u9332\u306b\u5146\u3057\u304c\u3042\u3063\u305f\u306e\u306b\u62fe\u3048\u306a\u304b\u3063\u305f\u300d\u306e\u304b\u300c\u8a18\u9332\u306b\u4f55\u3082\u306a\u304b\u3063\u305f\u300d\u306e\u304b\u3092\u5206\u3051\u308b\u3068\u3001\u6b21\u306b\u4f55\u3092\u76f4\u3059\u3079\u304d\u304b\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002\n\n- \u524d\u8005\u306a\u3089\u3001\u7167\u5408\u306e\u4ed5\u7d44\u307f\u3092\u76f4\u3059\n- \u5f8c\u8005\u306a\u3089\u3001**\u70b9\u691c\u306e\u9805\u76ee\u304b\u8a18\u9332\u306e\u904b\u7528\u3092\u76f4\u3059**\n\n**\u300c\u4fdd\u5168\u62c5\u5f53\u304c\u73fe\u5834\u3067\u78ba\u8a8d\u3057\u305f\u7d50\u679c\u300d\u3082\u5fc5\u305a\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u4e0a\u4f4d20\u53f0\u306e\u3046\u3061\u4f55\u53f0\u304c\u5b9f\u969b\u306b\u6574\u5099\u3092\u8981\u3057\u305f\u304b\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u7cbe\u5ea6\u305d\u306e\u3082\u306e\u3067\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"cost_band":"\u5927","cost_level_label":"\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":6,"assumption_frequency":420,"assumption_workdays":20,"volume_month":420,"before_minutes_per_case":8,"after_minutes_per_case":2.399999999999999911182158029987476766109466552734375,"hourly_cost":3200,"before_hours_month":56,"after_hours_month":16.800000000000000710542735760100185871124267578125,"saved_hours_month":39.2000000000000028421709430404007434844970703125,"reduction_rate":70,"saved_hours_year":470,"annual_cost_effect":1505280,"summary":"\u70b9\u691c\u8a18\u9332\u3068\u4fdd\u5168\u5c65\u6b74\u3092\u5165\u529b\u306b\u3001\u90e8\u54c1\u306e\u4ea4\u63db\u6642\u671f\u3001\u70b9\u691c\u5024\u306e\u50be\u5411\u3001\u81ea\u7531\u8a18\u8ff0\u306e\u7570\u5e38\u306e\u5146\u3057\u3092\u7a81\u304d\u5408\u308f\u305b\u3001\u512a\u5148\u3057\u3066\u898b\u308b\u3079\u304d\u8a2d\u5099\u3092\u4e26\u3079\u307e\u3059\u3002\u4fdd\u5168\u62c5\u5f53\u306e\u4f5c\u696d\u306f\u3001\u7d4c\u9a13\u3067\u898b\u5f53\u3092\u3064\u3051\u308b\u3053\u3068\u304b\u3089\u3001\u6319\u304c\u3063\u305f\u8a2d\u5099\u3092\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002","before_flow":"1. \u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u304c\u65e5\u5e38\u70b9\u691c\u3092\u884c\u3044\u3001\u30c1\u30a7\u30c3\u30af\u30b7\u30fc\u30c8\u306b\u8a18\u5165\u3059\u308b\n2. \u4fdd\u5168\u62c5\u5f53\u304c\u6708\u6b21\u70b9\u691c\u3092\u884c\u3044\u3001\u6e2c\u5b9a\u5024\u3068\u6240\u898b\u3092\u8a18\u9332\u3059\u308b\n3. \u6cd5\u5b9a\u306e\u5b9a\u671f\u81ea\u4e3b\u691c\u67fb\u3092\u3001\u5bfe\u8c61\u6a5f\u68b0\u306b\u3064\u3044\u3066\u5e741\u56de\u5b9f\u65bd\u3059\u308b\n4. \u4fdd\u5168\u62c5\u5f53\u304c\u70b9\u691c\u8a18\u9332\u3092\u898b\u3066\u3001\u6c17\u306b\u306a\u308b\u8a2d\u5099\u3092\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3059\u308b\n5. \u4fdd\u5168\u5c65\u6b74\u3092\u958b\u304d\u3001\u524d\u56de\u3044\u3064\u4f55\u3092\u4ea4\u63db\u3057\u305f\u304b\u3092\u78ba\u8a8d\u3059\u308b\n6. \u7d4c\u9a13\u3068\u52d8\u3067\u3001\u512a\u5148\u3057\u3066\u6574\u5099\u3059\u3079\u304d\u8a2d\u5099\u3092\u6c7a\u3081\u308b\n7. \u6574\u5099\u8a08\u753b\u306b\u53cd\u6620\u3057\u3001\u90e8\u54c1\u3092\u624b\u914d\u3059\u308b\n8. \u8a08\u753b\u5916\u306e\u505c\u6b62\u304c\u8d77\u304d\u305f\u3089\u3001\u305d\u306e\u90fd\u5ea6\u5bfe\u5fdc\u3059\u308b\n\n\u554f\u984c\u306f5\u3064\u3042\u308a\u307e\u3059\u3002\n\n**\uff08a\uff09420\u53f0\u3092\u6bce\u6708\u898b\u304d\u308c\u306a\u3044\u3002** \u8a18\u9332\u306f\u5168\u53f0\u5206\u3042\u308a\u307e\u3059\u304c\u30016\u540d\u3067\u5168\u90e8\u3092\u8aad\u3093\u3067\u5224\u65ad\u3059\u308b\u6642\u9593\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\u7d50\u679c\u3068\u3057\u3066\u3001\u5927\u304d\u306a\u8a2d\u5099\u3068\u3001\u904e\u53bb\u306b\u6b62\u307e\u3063\u305f\u8a2d\u5099\u3060\u3051\u3092\u898b\u3066\u3044\u307e\u3059\u3002**\n\n**\uff08b\uff09\u5224\u65ad\u304c\u7d4c\u9a13\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002** \u30d9\u30c6\u30e9\u30f3\u306f\u300c\u3053\u306e\u97f3\u304c\u3057\u305f\u30891\u304b\u6708\u4ee5\u5185\u306b\u6765\u308b\u300d\u3068\u5206\u304b\u308a\u307e\u3059\u304c\u3001**\u305d\u306e\u77e5\u8b58\u304c\u8a18\u9332\u306b\u306a\u3063\u3066\u3044\u307e\u305b\u3093\u3002** 6\u540d\u306e\u3046\u30612\u540d\u304c\u7d4c\u9a1310\u5e74\u4ee5\u4e0a\u30014\u540d\u304c3\u5e74\u672a\u6e80\u3067\u3001\u898b\u7acb\u3066\u304c\u63c3\u3063\u3066\u3044\u307e\u305b\u3093\u3002\n\n**\uff08c\uff09\u81ea\u7531\u8a18\u8ff0\u306e\u6240\u898b\u304c\u4f7f\u308f\u308c\u3066\u3044\u306a\u3044\u3002** \u70b9\u691c\u8a18\u9332\u306e\u5099\u8003\u6b04\u306b\u300c\u3084\u3084\u7570\u97f3\u300d\u300c\u304c\u305f\u3064\u304d\u8efd\u5fae\u300d\u3068\u66f8\u304b\u308c\u3066\u3082\u3001**\u305d\u308c\u304c\u5f8c\u304b\u3089\u898b\u8fd4\u3055\u308c\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u6545\u969c\u304c\u8d77\u304d\u305f\u3068\u304d\u306b\u300c\u305d\u3046\u3044\u3048\u30703\u304b\u6708\u524d\u306b\u66f8\u3044\u3066\u3042\u3063\u305f\u300d\u3068\u5206\u304b\u308a\u307e\u3059\u3002\n\n**\uff08d\uff09\u6e2c\u5b9a\u5024\u306e\u50be\u5411\u304c\u898b\u3089\u308c\u3066\u3044\u306a\u3044\u3002** \u6bce\u6708\u306e\u6e2c\u5b9a\u5024\u306f\u8a18\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001**\u524d\u6708\u3068\u6bd4\u3079\u308b\u3060\u3051\u3067\u30016\u304b\u6708\u306e\u63a8\u79fb\u3092\u898b\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u3058\u308f\u3058\u308f\u60aa\u5316\u3057\u3066\u3044\u308b\u3082\u306e\u304c\u898b\u9003\u3055\u308c\u307e\u3059\u3002\n\n**\uff08e\uff09\u6cd5\u5b9a\u691c\u67fb\u306e\u8a18\u9332\u304c\u4fdd\u5168\u306b\u6d3b\u304b\u3055\u308c\u3066\u3044\u306a\u3044\u3002** \u5b9a\u671f\u81ea\u4e3b\u691c\u67fb\u306f\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u304c\u3001**\u300c\u5b9f\u65bd\u3057\u305f\u300d\u3068\u3044\u3046\u8a18\u9332\u3068\u3057\u3066\u4fdd\u7ba1\u3055\u308c\u308b\u3060\u3051\u3067\u3001\u4fdd\u5168\u306e\u5224\u65ad\u6750\u6599\u306b\u306a\u3063\u3066\u3044\u307e\u305b\u3093\u3002**","before_flow_steps":["\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u304c\u65e5\u5e38\u70b9\u691c\u3092\u884c\u3044\u3001\u30c1\u30a7\u30c3\u30af\u30b7\u30fc\u30c8\u306b\u8a18\u5165\u3059\u308b","\u4fdd\u5168\u62c5\u5f53\u304c\u6708\u6b21\u70b9\u691c\u3092\u884c\u3044\u3001\u6e2c\u5b9a\u5024\u3068\u6240\u898b\u3092\u8a18\u9332\u3059\u308b","\u6cd5\u5b9a\u306e\u5b9a\u671f\u81ea\u4e3b\u691c\u67fb\u3092\u3001\u5bfe\u8c61\u6a5f\u68b0\u306b\u3064\u3044\u3066\u5e741\u56de\u5b9f\u65bd\u3059\u308b","\u4fdd\u5168\u62c5\u5f53\u304c\u70b9\u691c\u8a18\u9332\u3092\u898b\u3066\u3001\u6c17\u306b\u306a\u308b\u8a2d\u5099\u3092\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3059\u308b","\u4fdd\u5168\u5c65\u6b74\u3092\u958b\u304d\u3001\u524d\u56de\u3044\u3064\u4f55\u3092\u4ea4\u63db\u3057\u305f\u304b\u3092\u78ba\u8a8d\u3059\u308b","\u7d4c\u9a13\u3068\u52d8\u3067\u3001\u512a\u5148\u3057\u3066\u6574\u5099\u3059\u3079\u304d\u8a2d\u5099\u3092\u6c7a\u3081\u308b","\u6574\u5099\u8a08\u753b\u306b\u53cd\u6620\u3057\u3001\u90e8\u54c1\u3092\u624b\u914d\u3059\u308b","\u8a08\u753b\u5916\u306e\u505c\u6b62\u304c\u8d77\u304d\u305f\u3089\u3001\u305d\u306e\u90fd\u5ea6\u5bfe\u5fdc\u3059\u308b"],"after_flow":"1. \u65e5\u5e38\u70b9\u691c\u30fb\u6708\u6b21\u70b9\u691c\u30fb\u5b9a\u671f\u81ea\u4e3b\u691c\u67fb\u306e\u8a18\u9332\u304c\u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u5165\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u6bce\u6708\u3001\u5168\u8a2d\u5099\u306b\u3064\u3044\u3066\u6b21\u3092\u8a08\u7b97\u3059\u308b\uff08**AI\u3092\u4f7f\u308f\u306a\u3044**\uff09\n   - \u524d\u56de\u306e\u90e8\u54c1\u4ea4\u63db\u304b\u3089\u306e\u7d4c\u904e\u6642\u9593\u30fb\u7a3c\u50cd\u6642\u9593\n   - \u540c\u578b\u6a5f\u306e\u904e\u53bb\u306e\u6545\u969c\u9593\u9694\u3068\u306e\u6bd4\u8f03\n   - \u6e2c\u5b9a\u5024\u306e\u50be\u5411\uff08\u76f4\u8fd16\u304b\u6708\u306e\u63a8\u79fb\u3068\u3001\u3057\u304d\u3044\u5024\u307e\u3067\u306e\u4f59\u88d5\uff09\n   - \u6cd5\u5b9a\u691c\u67fb\u306e\u671f\u9650\u307e\u3067\u306e\u6b8b\u308a\n3. **\u3010\u81ea\u52d5\u3011** \u70b9\u691c\u8a18\u9332\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u8aad\u307f\u3001\u7570\u5e38\u306e\u5146\u3057\u3092\u793a\u3059\u8a18\u8ff0\u3092\u62fe\u3046\n4. **\u3010\u81ea\u52d5\u3011** \u904e\u53bb\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u300c\u6545\u969c\u524d3\u304b\u6708\u306e\u8a18\u8ff0\u300d\u3068\u7167\u3089\u3057\u3001\u4f3c\u305f\u8a18\u8ff0\u3092\u898b\u3064\u3051\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u8a2d\u5099\u3054\u3068\u306b\u3001\u512a\u5148\u5ea6\u3068\u6839\u62e0\u3092\u4e26\u3079\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u751f\u7523\u8a08\u753b\u304b\u3089\u3001\u505c\u6b62\u3057\u305f\u3068\u304d\u306e\u5f71\u97ff\u306e\u5927\u304d\u3055\u3092\u4ed8\u3051\u308b\n7. **\u3010\u4eba\u3011** \u4fdd\u5168\u62c5\u5f53\u304c\u4e0a\u4f4d\u306e\u8a2d\u5099\u3092\u78ba\u8a8d\u3057\u3001\u73fe\u5834\u3067\u72b6\u614b\u3092\u898b\u308b\n8. **\u3010\u4eba\u3011** \u6574\u5099\u306e\u8981\u5426\u3092\u5224\u65ad\u3057\u3001\u8a08\u753b\u306b\u53cd\u6620\u3059\u308b\n9. **\u3010\u81ea\u52d5\u3011** \u5b9f\u969b\u306b\u6574\u5099\u3057\u305f\u5185\u5bb9\u3068\u3001\u305d\u306e\u5f8c\u306e\u7d4c\u904e\u3092\u8a18\u9332\u3059\u308b\n10. **\u3010\u81ea\u52d5\u3011** \u6545\u969c\u304c\u8d77\u304d\u305f\u3089\u3001\u305d\u306e\u524d3\u304b\u6708\u306e\u8a18\u9332\u3092\u300c\u6545\u969c\u524d\u306e\u8a18\u8ff0\u300d\u3068\u3057\u3066\u767b\u9332\u3059\u308b\n\n\u81ea\u52d5\u5316\u3055\u308c\u308b\u306e\u306f\u300c\u8a08\u7b97\u3059\u308b\u300d\u300c\u8aad\u3080\u300d\u300c\u7167\u3089\u3059\u300d\u300c\u4e26\u3079\u308b\u300d\u306e4\u3064\u3067\u3059\u3002**\u6b8b\u308b\u306e\u306f\u300c\u73fe\u5834\u3067\u72b6\u614b\u3092\u898b\u308b\u300d\u3068\u300c\u6574\u5099\u306e\u8981\u5426\u3092\u5224\u65ad\u3059\u308b\u300d\u3067\u3001\u3053\u308c\u306f\u4fdd\u5168\u62c5\u5f53\u306e\u4ed5\u4e8b\u3067\u3059\u3002**","after_flow_steps":["\u65e5\u5e38\u70b9\u691c\u30fb\u6708\u6b21\u70b9\u691c\u30fb\u5b9a\u671f\u81ea\u4e3b\u691c\u67fb\u306e\u8a18\u9332\u304c\u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u5165\u308b","**\u3010\u81ea\u52d5\u3011** \u6bce\u6708\u3001\u5168\u8a2d\u5099\u306b\u3064\u3044\u3066\u6b21\u3092\u8a08\u7b97\u3059\u308b\uff08**AI\u3092\u4f7f\u308f\u306a\u3044**\uff09","**\u3010\u81ea\u52d5\u3011** \u70b9\u691c\u8a18\u9332\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u8aad\u307f\u3001\u7570\u5e38\u306e\u5146\u3057\u3092\u793a\u3059\u8a18\u8ff0\u3092\u62fe\u3046","**\u3010\u81ea\u52d5\u3011** \u904e\u53bb\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u300c\u6545\u969c\u524d3\u304b\u6708\u306e\u8a18\u8ff0\u300d\u3068\u7167\u3089\u3057\u3001\u4f3c\u305f\u8a18\u8ff0\u3092\u898b\u3064\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u8a2d\u5099\u3054\u3068\u306b\u3001\u512a\u5148\u5ea6\u3068\u6839\u62e0\u3092\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u7523\u8a08\u753b\u304b\u3089\u3001\u505c\u6b62\u3057\u305f\u3068\u304d\u306e\u5f71\u97ff\u306e\u5927\u304d\u3055\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u4fdd\u5168\u62c5\u5f53\u304c\u4e0a\u4f4d\u306e\u8a2d\u5099\u3092\u78ba\u8a8d\u3057\u3001\u73fe\u5834\u3067\u72b6\u614b\u3092\u898b\u308b","**\u3010\u4eba\u3011** \u6574\u5099\u306e\u8981\u5426\u3092\u5224\u65ad\u3057\u3001\u8a08\u753b\u306b\u53cd\u6620\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u5b9f\u969b\u306b\u6574\u5099\u3057\u305f\u5185\u5bb9\u3068\u3001\u305d\u306e\u5f8c\u306e\u7d4c\u904e\u3092\u8a18\u9332\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u6545\u969c\u304c\u8d77\u304d\u305f\u3089\u3001\u305d\u306e\u524d3\u304b\u6708\u306e\u8a18\u9332\u3092\u300c\u6545\u969c\u524d\u306e\u8a18\u8ff0\u300d\u3068\u3057\u3066\u767b\u9332\u3059\u308b"],"architecture":"```\n\u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u70b9\u691c\u8a18\u9332\u30fb\u4fdd\u5168\u5c65\u6b74\u30fb\u6545\u969c\u5c65\u6b74\uff09\n   \u2502\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u67081\u65e5 \u6df1\u591c\uff08\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u5b9f\u884c\uff09\nPython \u306e\u30d0\u30c3\u30c1\u51e6\u7406\n   \u2502\n   \u251c\u2500\u2500\u25b6 \u8a08\u7b97\uff08AI\u3092\u4f7f\u308f\u306a\u3044\uff09\n   \u2502       \u251c\u2500 \u524d\u56de\u4ea4\u63db\u304b\u3089\u306e\u7d4c\u904e\u6642\u9593\u30fb\u7a3c\u50cd\u6642\u9593\n   \u2502       \u251c\u2500 \u540c\u578b\u6a5f\u306e\u6545\u969c\u9593\u9694\u3068\u306e\u6bd4\u8f03\n   \u2502       \u251c\u2500 \u6e2c\u5b9a\u5024\u306e\u50be\u5411\uff08\u76f4\u8fd16\u304b\u6708\u306e\u63a8\u79fb\u30fb\u3057\u304d\u3044\u5024\u307e\u3067\u306e\u4f59\u88d5\uff09\n   \u2502       \u2514\u2500 \u6cd5\u5b9a\u691c\u67fb\u306e\u671f\u9650\u307e\u3067\u306e\u6b8b\u308a\n   \u2502\n   \u251c\u2500\u2500\u25b6 LLM API \u2500\u2500 \u81ea\u7531\u8a18\u8ff0\u304b\u3089\u306e\u7570\u5e38\u306e\u5146\u3057\u306e\u62bd\u51fa\n   \u2502                 \uff0b \u904e\u53bb\u306e\u6545\u969c\u524d\u306e\u8a18\u8ff0\u3068\u306e\u7167\u5408\n   \u2502                 \uff0b \u4fdd\u5168\u62c5\u5f53\u5411\u3051\u306e\u78ba\u8a8d\u4e8b\u9805\n   \u2502\n   \u251c\u2500\u2500\u25b6 \u751f\u7523\u8a08\u753b\u304b\u3089\u505c\u6b62\u6642\u306e\u5f71\u97ff\u5ea6\u3092\u4ed8\u4e0e\n   \u2502\n   \u25bc\n\u512a\u5148\u5ea6\u3064\u304d\u306e\u8a2d\u5099\u4e00\u89a7 \u2500\u2500\u3010\u4fdd\u5168\u62c5\u5f53\u304c\u73fe\u5834\u3067\u78ba\u8a8d\u3011\n   \u2502\n   \u25bc\n\u6574\u5099\u306e\u8981\u5426\u3092\u5224\u65ad \u2500\u2500 \u6574\u5099\u8a08\u753b\u3078\u53cd\u6620\n   \u2502\n   \u25bc\n\u6574\u5099\u306e\u7d50\u679c\u3092\u8a18\u9332 \u2500\u2500 \u6545\u969c\u767a\u751f\u6642\u306f\u300c\u6545\u969c\u524d\u306e\u8a18\u8ff0\u300d\u3068\u3057\u3066\u767b\u9332\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u5b9f\u884c\u74b0\u5883 | Python\uff08pandas\u30fbstatsmodels \u306a\u3069\u306e\u7d71\u8a08\u51e6\u7406\uff09 | R\u3001SQL\u3067\u306e\u5b9f\u88c5 |\n| \u751f\u6210AI | Claude API | OpenAI API\u3001Gemini API |\n| \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | CMMS\uff08\u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff09 | Excel\u3001\u5404\u793e\u306eERP |\n| \u51fa\u529b\u5148 | \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u307e\u305f\u306f\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 | BI\u30c4\u30fc\u30eb |\n\n**\u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u72b6\u614b\u8a55\u4fa1\u306e\u6a5f\u80fd\u304c\u3042\u308b\u306a\u3089\u3001\u307e\u305a\u305d\u308c\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u8fd1\u5e74\u306eCMMS\u306b\u306f\u3001\u90e8\u54c1\u306e\u4ea4\u63db\u5468\u671f\u306e\u7ba1\u7406\u3068\u8b66\u544a\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002**\u81ea\u524d\u3067\u7d44\u3080\u4fa1\u5024\u304c\u3042\u308b\u306e\u306f\u3001\u81ea\u7531\u8a18\u8ff0\u306e\u6240\u898b\u3092\u5224\u65ad\u306b\u5165\u308c\u305f\u3044\u5834\u5408\u3068\u3001\u904e\u53bb\u306e\u6545\u969c\u4e8b\u4f8b\u3068\u7167\u3089\u3057\u305f\u3044\u5834\u5408\u3067\u3059\u3002**\n\n**\u632f\u52d5\u30fb\u96fb\u6d41\u306e\u5e38\u6642\u76e3\u8996\u3092\u5165\u308c\u308b\u9078\u629e\u80a2\u3068\u3082\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044\u3002** \u4e3b\u8981\u306a\u56de\u8ee2\u6a5f\u306b\u3064\u3044\u3066\u306f\u3001\u5c02\u7528\u306e\u8a3a\u65ad\u88c5\u7f6e\u306e\u307b\u3046\u304c\u78ba\u5b9f\u3067\u3059\u3002**\u3053\u306e\u69cb\u6210\u306f\u3001\u305d\u3053\u306b\u6295\u8cc7\u3067\u304d\u306a\u3044\u6b8b\u308a380\u53f0\u3092\u3069\u3046\u898b\u308b\u304b\u3001\u3068\u3044\u3046\u554f\u984c\u3078\u306e\u7b54\u3048\u3067\u3059\u3002**\n\n**Python \u3092\u9078\u3093\u3060\u306e\u306f\u3001\u7d71\u8a08\u51e6\u7406\u3068\u696d\u52d9\u30eb\u30fc\u30eb\u30921\u304b\u6240\u306b\u66f8\u3051\u308b\u305f\u3081\u3067\u3059\u3002** \u7d4c\u904e\u6642\u9593\u306e\u8a08\u7b97\u3001\u50be\u5411\u306e\u7b97\u51fa\u3001\u540c\u578b\u6a5f\u3068\u306e\u6bd4\u8f03\u306f\u3001\u3044\u305a\u308c\u3082\u8a08\u7b97\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u6bce\u67081\u65e5\u306e\u6df1\u591c\u306b\u3001\u5168\u8a2d\u5099\u3092\u4e00\u62ec\u8a55\u4fa1\u3057\u307e\u3059\u3002** \u4fdd\u5168\u62c5\u5f53\u304c\u6708\u521d\u306b\u512a\u5148\u5ea6\u3064\u304d\u306e\u4e00\u89a7\u3092\u53d7\u3051\u53d6\u308c\u308b\u72b6\u614b\u306b\u3057\u307e\u3059\u3002\n\n**\u9031\u6b21\u306e\u30c8\u30ea\u30ac\u30fc\u3082\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u65e5\u5e38\u70b9\u691c\u306e\u81ea\u7531\u8a18\u8ff0\u306b\u5f37\u3044\u5146\u3057\uff08\u300c\u7570\u97f3\u304c\u5927\u304d\u304f\u306a\u3063\u305f\u300d\u300c\u6cb9\u6f0f\u308c\u300d\uff09\u304c\u73fe\u308c\u305f\u3068\u304d\u306f\u3001\u6708\u6b21\u3092\u5f85\u305f\u305a\u306b\u901a\u77e5\u3057\u307e\u3059\u3002**\u6708\u6b21\u3060\u3051\u3060\u3068\u3001\u6700\u5927\u30671\u304b\u6708\u306e\u9045\u308c\u304c\u751f\u3058\u307e\u3059\u3002**\n\n**\u6545\u969c\u304c\u767a\u751f\u3057\u305f\u3068\u304d\u306b\u3082\u51e6\u7406\u3092\u8d70\u3089\u305b\u307e\u3059\u3002** \u305d\u306e\u8a2d\u5099\u306e\u76f4\u8fd13\u304b\u6708\u306e\u8a18\u9332\u3092\u300c\u6545\u969c\u524d\u306e\u8a18\u8ff0\u300d\u3068\u3057\u3066\u767b\u9332\u3057\u3001\u4ee5\u5f8c\u306e\u7167\u5408\u306b\u4f7f\u3044\u307e\u3059\u3002**\u3053\u306e\u767b\u9332\u304c\u3053\u306e\u69cb\u6210\u3092\u80b2\u3066\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u65e5\u5e38\u70b9\u691c\u306e\u8a18\u9332 | \u6bce\u65e5\u306e\u30c1\u30a7\u30c3\u30af\u9805\u76ee\u3001**\u5099\u8003\u6b04\u306e\u81ea\u7531\u8a18\u8ff0** | \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u6708\u6b21\u70b9\u691c\u306e\u8a18\u9332 | \u6e2c\u5b9a\u5024\uff08\u632f\u52d5\u3001\u6e29\u5ea6\u3001\u96fb\u6d41\u3001\u5727\u529b\u3001\u30af\u30ea\u30a2\u30e9\u30f3\u30b9\uff09\u3001**\u6240\u898b\u306e\u81ea\u7531\u8a18\u8ff0** | \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u6cd5\u5b9a\u306e\u5b9a\u671f\u81ea\u4e3b\u691c\u67fb\u306e\u8a18\u9332 | \u691c\u67fb\u9805\u76ee\u3001\u7d50\u679c\u3001\u5b9f\u65bd\u65e5\u3001\u5b9f\u65bd\u8005 | \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u4fdd\u5168\u5c65\u6b74 | \u4ea4\u63db\u3057\u305f\u90e8\u54c1\u3001\u4ea4\u63db\u65e5\u3001\u4ea4\u63db\u7406\u7531\uff08\u5b9a\u671f\uff0f\u6545\u969c\uff09\u3001\u4f5c\u696d\u8005 | \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u6545\u969c\u5c65\u6b74 | \u6545\u969c\u65e5\u3001\u6545\u969c\u90e8\u4f4d\u3001\u505c\u6b62\u6642\u9593\u3001\u539f\u56e0 | \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u8a2d\u5099\u30de\u30b9\u30bf | \u8a2d\u5099\u756a\u53f7\u3001\u6a5f\u7a2e\u3001\u5c0e\u5165\u5e74\u3001\u8a2d\u7f6e\u5de5\u5834\u3001\u540c\u578b\u6a5f\u306e\u4e00\u89a7 | \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u90e8\u54c1\u306e\u4ea4\u63db\u5468\u671f | \u30e1\u30fc\u30ab\u30fc\u63a8\u5968\u306e\u4ea4\u63db\u5468\u671f\u3068\u3001\u81ea\u793e\u306e\u5b9f\u7e3e | \u8a2d\u5099\u30de\u30b9\u30bf\u30fb\u30e1\u30fc\u30ab\u30fc\u8cc7\u6599 |\n| \u7a3c\u50cd\u6642\u9593 | \u8a2d\u5099\u3054\u3068\u306e\u7d2f\u7a4d\u7a3c\u50cd\u6642\u9593 | \u751f\u7523\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u751f\u7523\u8a08\u753b | \u8a2d\u5099\u3054\u3068\u306e\u4eca\u5f8c\u306e\u7a3c\u50cd\u4e88\u5b9a\u3068\u3001\u505c\u6b62\u6642\u306e\u5f71\u97ff | \u751f\u7523\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| **\u6545\u969c\u524d\u306e\u8a18\u8ff0\u306e\u84c4\u7a4d** | \u904e\u53bb\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u3001\u6545\u969c\u524d3\u304b\u6708\u306e\u81ea\u7531\u8a18\u8ff0 | \u65b0\u3057\u304f\u4f5c\u308b |\n\n**\u300c\u6545\u969c\u524d\u306e\u8a18\u8ff0\u306e\u84c4\u7a4d\u300d\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3082\u3063\u3068\u3082\u4fa1\u5024\u306e\u3042\u308b\u30c7\u30fc\u30bf\u3067\u3059\u3002**\n\n\u904e\u53bb3\u5e74\u306e\u6545\u969c\u5c65\u6b74\u304b\u3089\u3001\u6545\u969c\u3057\u305f\u8a2d\u5099\u306b\u3064\u3044\u3066\u300c\u6545\u969c\u306e3\u304b\u6708\u524d\u307e\u3067\u306b\u66f8\u304b\u308c\u305f\u70b9\u691c\u8a18\u9332\u306e\u81ea\u7531\u8a18\u8ff0\u300d\u3092\u629c\u304d\u51fa\u3057\u307e\u3059\u3002**\u67083\u301c6\u4ef6\u306e\u6545\u969c\u304c3\u5e74\u5206\u306a\u3089\u3001100\u301c200\u4ef6\u306e\u4e8b\u4f8b\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u3053\u306e\u4f5c\u696d\u306f\u904e\u53bb\u30c7\u30fc\u30bf\u304b\u3089\u4f5c\u308c\u307e\u3059\u3002** \u65b0\u3057\u304f\u30c7\u30fc\u30bf\u3092\u53d6\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n**\u6cd5\u5b9a\u306e\u5b9a\u671f\u81ea\u4e3b\u691c\u67fb\u306e\u8a18\u9332\u3082\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u52b4\u50cd\u5b89\u5168\u885b\u751f\u6cd5\u306b\u57fa\u3065\u304f\u5b9a\u671f\u81ea\u4e3b\u691c\u67fb\u306f\u3001\u5bfe\u8c61\u3068\u306a\u308b\u6a5f\u68b0\u306b\u3064\u3044\u30661\u5e74\u3092\u8d85\u3048\u306a\u3044\u671f\u9593\u3054\u3068\u306b\u5b9f\u65bd\u3057\u3001**\u8a18\u9332\u30923\u5e74\u9593\u4fdd\u5b58\u3059\u308b\u3053\u3068\u304c\u5b9a\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002** \u3059\u3067\u306b3\u5e74\u5206\u3042\u308b\u306f\u305a\u3067\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff1a** API\u304c\u3042\u308c\u3070API\u3092\u3001\u306a\u3051\u308c\u3070CSV\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3092\u4f7f\u3044\u307e\u3059\u3002**\u67081\u56de\u306e\u53d6\u5f97\u3067\u8db3\u308a\u307e\u3059\u3002**\n\n**\u81ea\u7531\u8a18\u8ff0\u306e\u62bd\u51fa\uff1a** \u5099\u8003\u6b04\u30fb\u6240\u898b\u6b04\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u3001\u8a2d\u5099\u756a\u53f7\u3068\u65e5\u4ed8\u3064\u304d\u3067\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\u7a7a\u6b04\u304c\u591a\u3044\u306e\u304c\u666e\u901a\u3067\u3059\u3002** \u8a18\u5165\u7387\u304c2\u5272\u3092\u5207\u308b\u3088\u3046\u306a\u3089\u3001\u3053\u306e\u69cb\u6210\u306e\u52b9\u679c\u306f\u9650\u5b9a\u7684\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u6545\u969c\u524d\u306e\u8a18\u8ff0\u306e\u4f5c\u6210\uff1a** \u6545\u969c\u5c65\u6b74\u306e\u5404\u4ef6\u306b\u3064\u3044\u3066\u3001\u305d\u306e\u8a2d\u5099\u306e\u6545\u969c\u65e5\u304b\u3089\u9061\u3063\u30663\u304b\u6708\u5206\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u96c6\u3081\u307e\u3059\u3002**Python\u3067\u6a5f\u68b0\u7684\u306b\u4f5c\u308c\u307e\u3059\u3002**\n\n**\u7a3c\u50cd\u6642\u9593\uff1a** \u751f\u7523\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u5b9f\u7e3e\u304b\u3089\u7b97\u51fa\u3057\u307e\u3059\u3002\u53d6\u5f97\u3067\u304d\u306a\u3044\u8a2d\u5099\u306f\u3001**\u300c\u7d4c\u904e\u65e5\u6570\u300d\u3067\u4ee3\u7528\u3057\u307e\u3059\u3002** \u7a3c\u50cd\u6642\u9593\u304c\u53d6\u308c\u306a\u3044\u3053\u3068\u3092\u7406\u7531\u306b\u3001\u3053\u306e\u69cb\u6210\u3092\u8ae6\u3081\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u8a2d\u5099\u306e\u5206\u985e** \u2026 \u8a2d\u5099\u3092\u300c\u56de\u8ee2\u6a5f\u300d\u300c\u642c\u9001\u6a5f\u300d\u300c\u71b1\u6e90\u300d\u300c\u6cb9\u5727\u6a5f\u5668\u300d\u300c\u305d\u306e\u4ed6\u300d\u306b\u5206\u3051\u307e\u3059\u3002**\u6545\u969c\u306e\u73fe\u308c\u65b9\u304c\u9055\u3046\u305f\u3081\u3001\u540c\u3058\u57fa\u6e96\u3067\u8a55\u4fa1\u3067\u304d\u307e\u305b\u3093**\n2. **\u540c\u578b\u6a5f\u306e\u30b0\u30eb\u30fc\u30d7\u5316** \u2026 \u540c\u3058\u6a5f\u7a2e\u30fb\u540c\u3058\u5c0e\u5165\u5e74\u306e\u8a2d\u5099\u3092\u30b0\u30eb\u30fc\u30d7\u306b\u3057\u307e\u3059\u3002**\u540c\u578b\u6a5f\u306e\u6545\u969c\u9593\u9694\u304c\u3001\u305d\u306e\u8a2d\u5099\u306e\u76ee\u5b89\u306b\u306a\u308a\u307e\u3059**\n3. **\u6e2c\u5b9a\u5024\u306e\u50be\u5411\u306e\u7b97\u51fa** \u2026 \u76f4\u8fd16\u304b\u6708\u306e\u63a8\u79fb\u304b\u3089\u3001\u50be\u5411\uff08\u4e0a\u6607\uff0f\u6a2a\u3070\u3044\uff0f\u4e0b\u964d\uff09\u3068\u3001\u3057\u304d\u3044\u5024\u307e\u3067\u306e\u4f59\u88d5\u3092\u8a08\u7b97\u3057\u307e\u3059\n4. **\u7d4c\u904e\u6642\u9593\u306e\u7b97\u51fa** \u2026 \u90e8\u54c1\u3054\u3068\u306b\u3001\u524d\u56de\u4ea4\u63db\u304b\u3089\u306e\u7d4c\u904e\u6642\u9593\u30fb\u7a3c\u50cd\u6642\u9593\u3092\u8a08\u7b97\u3057\u307e\u3059\n5. **\u81ea\u7531\u8a18\u8ff0\u306e\u62bd\u51fa\u3068\u6b63\u898f\u5316** \u2026 \u5099\u8003\u6b04\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u96c6\u3081\u3001\u8a2d\u5099\u306e\u547c\u3073\u540d\u306e\u8868\u8a18\u3086\u308c\u3092\u305d\u308d\u3048\u307e\u3059\n6. **\u6cd5\u5b9a\u691c\u67fb\u306e\u671f\u9650\u306e\u7b97\u51fa** \u2026 \u6b21\u56de\u306e\u671f\u9650\u307e\u3067\u306e\u6b8b\u308a\u65e5\u6570\u3092\u8a08\u7b97\u3057\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u512a\u5148\u5ea6\u306e\u8a08\u7b97\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059\u3002** \u6b21\u306e\u8981\u7d20\u3092\u70b9\u6570\u5316\u3057\u3066\u5408\u8a08\u3057\u307e\u3059\u3002\n\n| \u8981\u7d20 | \u8a08\u7b97 |\n|:--|:--|\n| \u90e8\u54c1\u306e\u4ea4\u63db\u6642\u671f | \u63a8\u5968\u5468\u671f\u306b\u5bfe\u3059\u308b\u7d4c\u904e\u7387\uff08120%\u3092\u8d85\u3048\u3066\u3044\u308c\u3070\u9ad8\u5f97\u70b9\uff09 |\n| \u540c\u578b\u6a5f\u3068\u306e\u6bd4\u8f03 | \u540c\u578b\u6a5f\u306e\u5e73\u5747\u6545\u969c\u9593\u9694\u306b\u5bfe\u3059\u308b\u7d4c\u904e\u7387 |\n| \u6e2c\u5b9a\u5024\u306e\u50be\u5411 | \u76f4\u8fd16\u304b\u6708\u306e\u60aa\u5316\u306e\u5ea6\u5408\u3044\u3068\u3001\u3057\u304d\u3044\u5024\u307e\u3067\u306e\u4f59\u88d5 |\n| \u6cd5\u5b9a\u691c\u67fb\u306e\u671f\u9650 | \u671f\u9650\u307e\u3067\u306e\u6b8b\u308a\u65e5\u6570 |\n| \u505c\u6b62\u6642\u306e\u5f71\u97ff | \u751f\u7523\u8a08\u753b\u4e0a\u306e\u91cd\u8981\u5ea6\uff08\u30e9\u30a4\u30f3\u306e\u6b62\u307e\u308a\u65b9\uff09 |\n| \u904e\u53bb\u306e\u6545\u969c\u983b\u5ea6 | \u305d\u306e\u8a2d\u5099\u306e\u904e\u53bb3\u5e74\u306e\u6545\u969c\u56de\u6570 |\n\n**\u300c\u4f55\u70b9\u306a\u3089\u6574\u5099\u3059\u3079\u304d\u304b\u300d\u306f\u6c7a\u3081\u307e\u305b\u3093\u3002** \u70b9\u6570\u306f\u4e26\u3079\u66ff\u3048\u306e\u305f\u3081\u306e\u3082\u306e\u3067\u3042\u308a\u3001\u3057\u304d\u3044\u5024\u3067\u81ea\u52d5\u5224\u5b9a\u306f\u3057\u307e\u305b\u3093\u3002\n\n**LLM\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u81ea\u7531\u8a18\u8ff0\u304b\u3089\u306e\u5146\u3057\u306e\u62bd\u51fa | \u300c\u3084\u3084\u7570\u97f3\u300d\u300c\u304c\u305f\u3064\u304d\u8efd\u5fae\u300d\u300c\u6cb9\u306b\u3058\u307f\u300d\u3068\u3044\u3063\u305f\u8a18\u8ff0\u3092\u62fe\u3046 |\n| \u904e\u53bb\u306e\u6545\u969c\u524d\u306e\u8a18\u8ff0\u3068\u306e\u7167\u5408 | \u4f3c\u305f\u8a18\u8ff0\u304c\u3001\u904e\u53bb\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u6545\u969c\u524d\u306b\u66f8\u304b\u308c\u3066\u3044\u305f\u304b\u3092\u898b\u308b |\n| \u8a18\u8ff0\u306e\u6642\u7cfb\u5217\u306e\u5909\u5316\u306e\u6307\u6458 | \u300c3\u304b\u6708\u524d\u306f\u300e\u308f\u305a\u304b\u306a\u7570\u97f3\u300f\u3001\u4eca\u6708\u306f\u300e\u7570\u97f3\u304c\u5927\u304d\u3044\u300f\u300d\u3068\u3044\u3046\u60aa\u5316\u3092\u793a\u3059 |\n| \u4fdd\u5168\u62c5\u5f53\u5411\u3051\u306e\u78ba\u8a8d\u4e8b\u9805\u306e\u4f5c\u6210 | \u73fe\u5834\u3067\u4f55\u3092\u898b\u308c\u3070\u3088\u3044\u304b\u3092\u66f8\u304f |\n| \u6574\u5099\u8a18\u9332\u304b\u3089\u306e\u8aad\u307f\u53d6\u308a | \u300c\u5fdc\u6025\u51e6\u7f6e\u3067\u5bfe\u5fdc\u300d\u3068\u66f8\u304b\u308c\u305f\u8a18\u9332\u3092\u62fe\u3046 |\n\n**\u300c\u3044\u3064\u58ca\u308c\u308b\u304b\u300d\u3092\u66f8\u304b\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c\u6b8b\u5b58\u5bff\u547d\u306f\u7d042\u304b\u6708\u3067\u3059\u300d\u3068\u3044\u3046\u51fa\u529b\u306f\u3001**\u6839\u62e0\u304c\u306a\u3044\u3046\u3048\u3001\u5916\u308c\u305f\u3068\u304d\u306b\u69cb\u6210\u5168\u4f53\u304c\u4fe1\u7528\u3055\u308c\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u300c\u6574\u5099\u3059\u3079\u304d\u300d\u3068\u3044\u3046\u5224\u65ad\u3082\u66f8\u304b\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6574\u5099\u306e\u8981\u5426\u306f\u3001\u73fe\u5834\u3067\u72b6\u614b\u3092\u898b\u3066\u3001\u90e8\u54c1\u306e\u5165\u624b\u6027\u3068\u751f\u7523\u8a08\u753b\u3092\u8e0f\u307e\u3048\u3066\u6c7a\u3081\u308b\u3053\u3068\u3067\u3059\u3002\n\n**\u300c\u5fdc\u6025\u51e6\u7f6e\u3067\u5bfe\u5fdc\u300d\u306e\u62fe\u3044\u51fa\u3057\u306f\u3001\u5b9f\u52d9\u3067\u52b9\u304d\u307e\u3059\u3002** \u6052\u4e45\u5bfe\u7b56\u3092\u3057\u306a\u3044\u307e\u307e\u904b\u8ee2\u3092\u7d9a\u3051\u3066\u3044\u308b\u8a2d\u5099\u306f\u3001\u8a18\u9332\u3092\u8aad\u307e\u306a\u3044\u3068\u5206\u304b\u308a\u307e\u305b\u3093\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u3001\u8a2d\u5099\u4fdd\u5168\u306e\u62c5\u5f53\u8005\u304c\u898b\u308b\u3079\u304d\u8a2d\u5099\u3092\u7d5e\u308b\u306e\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u70b9\u691c\u8a18\u9332\u306e\u81ea\u7531\u8a18\u8ff0\u304b\u3089\u3001\u7570\u5e38\u306e\u5146\u3057\u3092\u793a\u3059\u8a18\u8ff0\u3092\u62fe\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6545\u969c\u306e\u6642\u671f\u3092\u4e88\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3007\u304b\u6708\u4ee5\u5185\u306b\u6545\u969c\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u300d\u300c\u6b8b\u5b58\u5bff\u547d\u306f\u301c\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6574\u5099\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u4ea4\u63db\u304c\u5fc5\u8981\u3067\u3059\u300d\u300c\u65e9\u6025\u306b\u5bfe\u5fdc\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u8a18\u8ff0\u306b\u73fe\u308c\u305f\u4e8b\u5b9f\u3068\u3001\u904e\u53bb\u306e\u4f3c\u305f\u4e8b\u4f8b\u3092\u793a\u3059\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8a18\u8ff0\u306b\u306a\u3044\u3053\u3068\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u304a\u305d\u3089\u304f\u8ef8\u53d7\u306e\u6469\u8017\u3068\u601d\u308f\u308c\u307e\u3059\u300d\u306e\u3088\u3046\u306b\u539f\u56e0\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u8a18\u8ff0\u3055\u308c\u305f\u75c7\u72b6\u3092\u305d\u306e\u307e\u307e\u6271\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u904e\u53bb\u306e\u6545\u969c\u524d\u306e\u8a18\u8ff0\u3068\u7167\u5408\u3059\u308b\u3068\u304d\u306f\u3001\n  \u5b9f\u969b\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u8a18\u9332\u3068\u3001\u305d\u306e\u6545\u969c\u5185\u5bb9\u3092 similar_cases \u306b\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u540c\u69d8\u306e\u7d4c\u904e\u3092\u305f\u3069\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u7d50\u8ad6\u3065\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a18\u8ff0\u306e\u6642\u7cfb\u5217\u306e\u5909\u5316\uff08\u60aa\u5316\u30fb\u6539\u5584\u30fb\u5909\u5316\u306a\u3057\uff09\u306f\u3001\n  \u5404\u6708\u306e\u8a18\u8ff0\u3092\u4e26\u3079\u3066\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5909\u5316\u306e\u5ea6\u5408\u3044\u3092\u6570\u5024\u5316\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u81ea\u7531\u8a18\u8ff0\u304c\u7a7a\u6b04\u306e\u6708\u306b\u3064\u3044\u3066\u306f\u3001\u300c\u8a18\u8f09\u306a\u3057\u300d\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u7570\u5e38\u306a\u3057\u300d\u3068\u89e3\u91c8\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\u8a18\u5165\u3055\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3068\u3001\u7570\u5e38\u304c\u306a\u3044\u3053\u3068\u306f\u9055\u3044\u307e\u3059\u3002**\n- \u78ba\u8a8d\u4e8b\u9805\u306f\u3001\u4fdd\u5168\u62c5\u5f53\u304c\u73fe\u5834\u3067\u5b9f\u969b\u306b\u3067\u304d\u308b\u3053\u3068\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u8a73\u7d30\u306a\u8a3a\u65ad\u3092\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u300d\u3067\u306f\u306a\u304f\n  \u300c\u904b\u8ee2\u4e2d\u306b\u8ef8\u53d7\u90e8\u306e\u97f3\u3092\u805e\u304d\u3001\u524d\u56de\u306e\u70b9\u691c\u6642\u3068\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f5c\u696d\u8005\u306e\u6280\u91cf\u3084\u5bfe\u5fdc\u306e\u9069\u5426\u306b\u3064\u3044\u3066\u8a18\u8ff0\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8a2d\u5099\u306e\u60c5\u5831\u3011\n\u8a2d\u5099\u756a\u53f7: {equipment_id} \/ \u6a5f\u7a2e: {model} \/ \u5c0e\u5165\u5e74: {installed_year}\n\u5206\u985e: {category} \/ \u8a2d\u7f6e\u5834\u6240: {location}\n\n\u3010\u8a08\u7b97\u6e08\u307f\u306e\u6307\u6a19\u3011\n{calculated_metrics}\n\n\u3010\u76f4\u8fd112\u304b\u6708\u306e\u70b9\u691c\u8a18\u9332\u306e\u81ea\u7531\u8a18\u8ff0\uff08\u6708\u3054\u3068\uff09\u3011\n{free_text_by_month}\n\n\u3010\u3053\u306e\u8a2d\u5099\u306e\u4fdd\u5168\u5c65\u6b74\uff08\u76f4\u8fd13\u5e74\uff09\u3011\n{maintenance_history}\n\n\u3010\u904e\u53bb\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u3001\u6545\u969c\u524d3\u304b\u6708\u306e\u8a18\u8ff0\uff08\u540c\u5206\u985e\uff09\u3011\n{failure_precursor_cases}\n```\n\n**\u300c\u6545\u969c\u306e\u6642\u671f\u3092\u4e88\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u306e1\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5b89\u5168\u88c5\u7f6e\u3067\u3059\u3002** \u3053\u308c\u3092\u66f8\u304b\u306a\u3044\u3068\u3001LLM\u306f\u89aa\u5207\u306b\u300c2\u301c3\u304b\u6708\u4ee5\u5185\u306e\u6545\u969c\u304c\u61f8\u5ff5\u3055\u308c\u307e\u3059\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u305d\u306e\u4e88\u6e2c\u304c\u5916\u308c\u308b\u3068\u3001\u4fdd\u5168\u62c5\u5f53\u306f\u4e00\u89a7\u3092\u898b\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u300c\u8a18\u8f09\u306a\u3057\u3068\u7570\u5e38\u306a\u3057\u306f\u9055\u3046\u300d\u306e\u6307\u793a\u306f\u3001\u5b9f\u52d9\u3067\u91cd\u8981\u3067\u3059\u3002** \u70b9\u691c\u8a18\u9332\u306e\u5099\u8003\u6b04\u306f\u3001\u591a\u304f\u306e\u6708\u3067\u7a7a\u6b04\u3067\u3059\u3002**\u7a7a\u6b04\u3092\u300c\u7570\u5e38\u306a\u3057\u300d\u3068\u89e3\u91c8\u3059\u308b\u3068\u3001\u8a18\u5165\u3055\u308c\u306a\u304b\u3063\u305f\u3060\u3051\u306e\u8a2d\u5099\u304c\u5b89\u5168\u5074\u306b\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n\u8a08\u7b97\u90e8\u5206\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"equipment_id\": \"\",\n  \"model\": \"\",\n  \"category\": \"\",\n  \"priority_score\": 0,\n  \"score_breakdown\": {\n    \"parts_age_ratio\": 0.0,\n    \"vs_same_model_mtbf\": 0.0,\n    \"measurement_trend\": \"worsening | flat | improving | no_data\",\n    \"margin_to_threshold\": 0.0,\n    \"statutory_inspection_days_left\": 0,\n    \"production_impact\": \"high | medium | low\",\n    \"failure_count_3y\": 0\n  },\n  \"parts_status\": [\n    {\n      \"part\": \"\",\n      \"last_replaced\": \"\",\n      \"recommended_interval\": \"\",\n      \"elapsed_ratio\": 0.0\n    }\n  ],\n  \"measurement_history\": []\n}\n```\n\nLLM\u90e8\u5206\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"equipment_id\": \"\",\n  \"findings\": [\n    {\n      \"month\": \"\",\n      \"quoted_text\": \"\",\n      \"symptom_type\": \"noise | vibration | leak | heat | play | other\",\n      \"record_status\": \"written | not_written\"\n    }\n  ],\n  \"trend_in_text\": \"worsening | unchanged | improving | insufficient_records\",\n  \"similar_cases\": [\n    {\n      \"equipment_id\": \"\",\n      \"failure_date\": \"\",\n      \"failure_part\": \"\",\n      \"precursor_text\": \"\",\n      \"months_before_failure\": 0\n    }\n  ],\n  \"temporary_fix_records\": [],\n  \"check_points\": [],\n  \"needs_review\": []\n}\n```\n\n**`quoted_text`\uff08\u8a18\u9332\u306e\u539f\u6587\uff09\u3092\u5fc5\u305a\u6b8b\u3057\u307e\u3059\u3002** \u300c\u7570\u97f3\u306e\u8a18\u8f09\u3042\u308a\u300d\u3068\u8981\u7d04\u3055\u308c\u308b\u3068\u3001\u4fdd\u5168\u62c5\u5f53\u306f\u3069\u306e\u7a0b\u5ea6\u306e\u7570\u97f3\u304b\u3092\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002\n\n**`record_status: not_written`\uff08\u8a18\u8f09\u306a\u3057\uff09\u3092\u660e\u793a\u7684\u306b\u6301\u3061\u307e\u3059\u3002** \u300c\u7570\u5e38\u306a\u3057\u300d\u3068\u533a\u5225\u3059\u308b\u305f\u3081\u3067\u3059\u3002\n\n**`similar_cases` \u306b\u306f\u3001\u5b9f\u969b\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u8a18\u9332\u3092\u793a\u3057\u307e\u3059\u3002** \u300c\u4f3c\u305f\u8a18\u8ff0\u306e\u5f8c\u306b\u3001\u3053\u306e\u8a2d\u5099\u3067\u306f\u3053\u306e\u90e8\u4f4d\u304c\u6545\u969c\u3057\u305f\u300d\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3092\u4e26\u3079\u3001**\u540c\u3058\u3053\u3068\u304c\u8d77\u304d\u308b\u3068\u306f\u66f8\u304d\u307e\u305b\u3093\u3002**\n\n`check_points` \u306f\u3001\u73fe\u5834\u3067\u4f55\u3092\u898b\u308c\u3070\u3088\u3044\u304b\u3067\u3059\u3002**\u3053\u3053\u304c\u5177\u4f53\u7684\u3067\u3042\u308b\u307b\u3069\u3001\u3053\u306e\u69cb\u6210\u306f\u4f7f\u308f\u308c\u307e\u3059\u3002**\n\n\u306a\u304a\u3001Claude API \u306b\u306f\u51fa\u529b\u3092JSON\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u308f\u305b\u308b**\u69cb\u9020\u5316\u51fa\u529b**\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\uff082026-09-16\u6642\u70b9\u3067\u306f\u30d9\u30fc\u30bf\u6a5f\u80fd\u3068\u3057\u3066\u63d0\u4f9b\uff09\u3002420\u53f0\u3076\u3093\u3092\u6a5f\u68b0\u51e6\u7406\u3059\u308b\u305f\u3081\u3001\u5229\u7528\u3067\u304d\u308b\u3068\u5b89\u5168\u3067\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u3050\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u70b9\u691c\u8a18\u9332\u30fb\u4fdd\u5168\u5c65\u6b74\u30fb\u6545\u969c\u5c65\u6b74\u30fb\u8a2d\u5099\u30de\u30b9\u30bf\u3092\u53d6\u5f97\u3059\u308b |\n| \u751f\u7523\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u7a3c\u50cd\u6642\u9593\u3068\u751f\u7523\u8a08\u753b\u3092\u53d6\u5f97\u3059\u308b |\n| \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u307e\u305f\u306fCMMS | \u512a\u5148\u5ea6\u3064\u304d\u306e\u4e00\u89a7\u3092\u51fa\u3059 |\n| \u4fdd\u5168\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u66f8\u304d\u8fbc\u307f\uff09 | \u6574\u5099\u8a08\u753b\u306b\u53cd\u6620\u3059\u308b\uff08**\u4eba\u306e\u5224\u65ad\u5f8c**\uff09 |\n| \u6545\u969c\u524d\u306e\u8a18\u8ff0\u306e\u84c4\u7a4d | \u6545\u969c\u767a\u751f\u6642\u306b\u81ea\u52d5\u3067\u767b\u9332\u3059\u308b |\n\n**\u6574\u5099\u8a08\u753b\u3078\u306e\u81ea\u52d5\u53cd\u6620\u306f\u3057\u307e\u305b\u3093\u3002** \u90e8\u54c1\u306e\u624b\u914d\u3001\u30e9\u30a4\u30f3\u306e\u505c\u6b62\u8abf\u6574\u3001\u4f5c\u696d\u8005\u306e\u78ba\u4fdd\u304c\u4f34\u3046\u305f\u3081\u3001**\u4eba\u304c\u6c7a\u3081\u3066\u8a08\u753b\u306b\u5165\u308c\u307e\u3059\u3002**\n\n**\u6545\u969c\u767a\u751f\u6642\u306e\u300c\u6545\u969c\u524d\u306e\u8a18\u8ff0\u300d\u306e\u767b\u9332\u306f\u81ea\u52d5\u5316\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u3092\u4eba\u624b\u306b\u4efb\u305b\u308b\u3068\u3001\u5fd9\u3057\u3044\u5fa9\u65e7\u5bfe\u5fdc\u306e\u4e2d\u3067\u5fc5\u305a\u5fd8\u308c\u3089\u308c\u307e\u3059\u3002**\u3053\u306e\u767b\u9332\u304c\u6b62\u307e\u308b\u3068\u3001\u3053\u306e\u69cb\u6210\u306f\u80b2\u305f\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4e0a\u4f4d\u306e\u8a2d\u5099\u3092\u4fdd\u5168\u62c5\u5f53\u304c\u73fe\u5834\u3067\u78ba\u8a8d\u3057\u307e\u3059\u3002**\n\n| \u533a\u5206 | \u5bfe\u8c61 | \u5bfe\u5fdc |\n|:--|:--|:--|\n| \u4eca\u6708\u78ba\u8a8d | `priority_score` \u4e0a\u4f4d20\u53f0 | \u73fe\u5834\u3067\u72b6\u614b\u3092\u898b\u308b |\n| \u4eca\u6708\u78ba\u8a8d | `trend_in_text: worsening` \u306e\u3082\u306e | \u8a18\u8ff0\u306e\u60aa\u5316\u304c\u3042\u308c\u3070\u3001\u70b9\u6570\u306b\u95a2\u308f\u3089\u305a\u898b\u308b |\n| \u4eca\u6708\u78ba\u8a8d | `temporary_fix_records` \u304c\u3042\u308b\u3082\u306e | \u5fdc\u6025\u51e6\u7f6e\u306e\u307e\u307e\u306e\u8a2d\u5099\u3092\u78ba\u8a8d\u3059\u308b |\n| \u671f\u9650\u7ba1\u7406 | `statutory_inspection_days_left` \u304c60\u65e5\u4ee5\u5185 | \u6cd5\u5b9a\u691c\u67fb\u306e\u8a08\u753b\u306b\u5165\u308c\u308b |\n| \u8981\u691c\u8a0e | `measurement_trend: no_data` \u304c\u7d9a\u304f\u3082\u306e | **\u8a18\u9332\u304c\u53d6\u308c\u3066\u3044\u306a\u3044\u3002\u8a18\u9332\u306e\u904b\u7528\u3092\u76f4\u3059** |\n| \u5bfe\u8c61\u5916 | \u4e0b\u4f4d\u306e\u8a2d\u5099 | \u5f93\u6765\u3069\u304a\u308a\u306e\u5b9a\u671f\u70b9\u691c |\n\n**`no_data` \u304c\u591a\u3044\u8a2d\u5099\u3092\u653e\u7f6e\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6e2c\u5b9a\u5024\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u306a\u3044\u8a2d\u5099\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u8a55\u4fa1\u3067\u304d\u307e\u305b\u3093\u3002**\u8a55\u4fa1\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u300c\u554f\u984c\u306a\u3057\u300d\u3068\u8aad\u307e\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\n\n**\u73fe\u5834\u3067\u898b\u305f\u7d50\u679c\u3092\u5fc5\u305a\u8a18\u9332\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u300c\u4e0a\u4f4d\u306b\u6319\u304c\u3063\u305f\u304c\u3001\u898b\u305f\u3068\u3053\u308d\u554f\u984c\u306a\u304b\u3063\u305f\u300d\u3068\u3044\u3046\u8a18\u9332\u304c\u3001\u512a\u5148\u5ea6\u306e\u8a08\u7b97\u3092\u898b\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u81ea\u7531\u8a18\u8ff0\u304c\u7a7a\u6b04 | `not_written` \u3068\u3059\u308b\u3002**\u300c\u7570\u5e38\u306a\u3057\u300d\u3068\u89e3\u91c8\u3057\u306a\u3044** |\n| \u6e2c\u5b9a\u5024\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u306a\u3044 | `no_data` \u3068\u3059\u308b\u3002**\u8a55\u4fa1\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u660e\u793a\u3059\u308b** |\n| \u7a3c\u50cd\u6642\u9593\u304c\u53d6\u308c\u306a\u3044 | \u7d4c\u904e\u65e5\u6570\u3067\u4ee3\u7528\u3059\u308b\u3002**\u4ee3\u7528\u3057\u305f\u3053\u3068\u3092\u8a18\u9332\u3059\u308b** |\n| \u540c\u578b\u6a5f\u304c1\u53f0\u3057\u304b\u306a\u3044 | \u540c\u578b\u6a5f\u3068\u306e\u6bd4\u8f03\u3092\u884c\u308f\u306a\u3044\u3002**\u5e73\u5747\u6545\u969c\u9593\u9694\u30921\u53f0\u306e\u5b9f\u7e3e\u304b\u3089\u51fa\u3055\u306a\u3044** |\n| \u5c0e\u5165\u304b\u30891\u5e74\u672a\u6e80\u306e\u8a2d\u5099 | \u5b9f\u7e3e\u304c\u8db3\u308a\u306a\u3044\u3002\u30e1\u30fc\u30ab\u30fc\u63a8\u5968\u306e\u4ea4\u63db\u5468\u671f\u306e\u307f\u3067\u8a55\u4fa1\u3059\u308b |\n| \u904e\u53bb\u306b\u6545\u969c\u304c\u306a\u3044\u8a2d\u5099 | \u826f\u3044\u3053\u3068\u3067\u3042\u3063\u3066\u3001\u8a55\u4fa1\u3067\u304d\u306a\u3044\u3053\u3068\u3067\u306f\u306a\u3044\u3002**\u70b9\u6570\u3092\u4e0b\u3052\u308b\u3060\u3051\u306b\u3059\u308b** |\n| \u6545\u969c\u524d\u306e\u8a18\u8ff0\u306e\u4e8b\u4f8b\u304c\u5c11\u306a\u3044 | \u7167\u5408\u304c\u52b9\u304b\u306a\u3044\u3002**\u4e8b\u4f8b\u304c20\u4ef6\u3092\u5207\u308b\u5206\u985e\u3067\u306f\u3001\u3053\u306e\u6a5f\u80fd\u3092\u4f7f\u308f\u306a\u3044** |\n| \u4e0a\u4f4d\u306b\u6319\u304c\u3063\u305f\u304c\u554f\u984c\u306a\u304b\u3063\u305f | \u8a18\u9332\u3059\u308b\u3002**\u70b9\u6570\u306e\u91cd\u307f\u3092\u898b\u76f4\u3059\u6750\u6599\u306b\u3059\u308b** |\n| \u4e0a\u4f4d\u306b\u6319\u304c\u3089\u306a\u304b\u3063\u305f\u8a2d\u5099\u304c\u6545\u969c\u3057\u305f | **\u5fc5\u305a\u632f\u308a\u8fd4\u308b\u3002** \u8a18\u9332\u306b\u5146\u3057\u304c\u3042\u3063\u305f\u304b\u3001\u306a\u304b\u3063\u305f\u304b\u3092\u78ba\u8a8d\u3059\u308b |\n| \u8a18\u9332\u306e\u8a18\u5165\u7387\u304c\u4f4e\u3044 | \u8a18\u5165\u7387\u3092\u6307\u6a19\u3068\u3057\u3066\u51fa\u3059\u3002**\u69cb\u6210\u306e\u524d\u306b\u8a18\u9332\u306e\u904b\u7528\u3092\u76f4\u3059** |\n| \u6cd5\u5b9a\u691c\u67fb\u306e\u671f\u9650\u304c\u904e\u304e\u3066\u3044\u308b | \u6700\u512a\u5148\u3067\u901a\u77e5\u3059\u308b\u3002**\u6cd5\u4ee4\u4e0a\u306e\u7fa9\u52d9\u3067\u3042\u308a\u3001\u4fdd\u5168\u306e\u512a\u5148\u5ea6\u3068\u306f\u5225\u306e\u8ef8** |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u6708\u6b21\u306e\u8a55\u4fa1\u7d50\u679c\uff08`score_breakdown` \u3092\u542b\u3080\u5168\u9805\u76ee\uff09\n- LLM\u304c\u62fe\u3063\u305f\u8a18\u8ff0\u3068\u3001\u305d\u306e\u539f\u6587\n- \u904e\u53bb\u306e\u6545\u969c\u524d\u306e\u8a18\u8ff0\u3068\u306e\u7167\u5408\u7d50\u679c\n- **\u4fdd\u5168\u62c5\u5f53\u304c\u73fe\u5834\u3067\u78ba\u8a8d\u3057\u305f\u7d50\u679c**\uff08\u554f\u984c\u3042\u308a\uff0f\u306a\u3057\u3001\u305d\u306e\u5185\u5bb9\uff09\n- \u6574\u5099\u3057\u305f\u5185\u5bb9\u3068\u65e5\u4ed8\n- \u6545\u969c\u306e\u767a\u751f\u3068\u3001\u305d\u306e\u524d3\u304b\u6708\u306e\u8a18\u9332\n- **\u4e0a\u4f4d\u306b\u6319\u304c\u3089\u306a\u304b\u3063\u305f\u306e\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u306e\u8a18\u9332**\n\n**\u6700\u5f8c\u306e\u9805\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u6539\u5584\u3059\u308b\u552f\u4e00\u306e\u6750\u6599\u3067\u3059\u3002** \u898b\u843d\u3068\u3057\u305f\u6545\u969c\u306b\u3064\u3044\u3066\u300c\u8a18\u9332\u306b\u5146\u3057\u304c\u3042\u3063\u305f\u306e\u306b\u62fe\u3048\u306a\u304b\u3063\u305f\u300d\u306e\u304b\u300c\u8a18\u9332\u306b\u4f55\u3082\u306a\u304b\u3063\u305f\u300d\u306e\u304b\u3092\u5206\u3051\u308b\u3068\u3001\u6b21\u306b\u4f55\u3092\u76f4\u3059\u3079\u304d\u304b\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002\n\n- \u524d\u8005\u306a\u3089\u3001\u7167\u5408\u306e\u4ed5\u7d44\u307f\u3092\u76f4\u3059\n- \u5f8c\u8005\u306a\u3089\u3001**\u70b9\u691c\u306e\u9805\u76ee\u304b\u8a18\u9332\u306e\u904b\u7528\u3092\u76f4\u3059**\n\n**\u300c\u4fdd\u5168\u62c5\u5f53\u304c\u73fe\u5834\u3067\u78ba\u8a8d\u3057\u305f\u7d50\u679c\u300d\u3082\u5fc5\u305a\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u4e0a\u4f4d20\u53f0\u306e\u3046\u3061\u4f55\u53f0\u304c\u5b9f\u969b\u306b\u6574\u5099\u3092\u8981\u3057\u305f\u304b\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u7cbe\u5ea6\u305d\u306e\u3082\u306e\u3067\u3059\u3002","minimal_setup":"**\u3053\u306e\u69cb\u6210\u306b\u306f\u3001AI\u3092\u4f7f\u308f\u305a\u306b\u3067\u304d\u308b\u691c\u8a3c\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u3092\u5148\u306b\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002**\n\n1. \u904e\u53bb3\u5e74\u306e\u6545\u969c\u5c65\u6b74\u304b\u3089\u3001\u6545\u969c\u3057\u305f\u8a2d\u5099\u309220\u4ef6\u9078\u3076\n2. \u5404\u8a2d\u5099\u306b\u3064\u3044\u3066\u3001**\u6545\u969c\u306e3\u304b\u6708\u524d\u307e\u3067\u306e\u70b9\u691c\u8a18\u9332\u3092\u8aad\u3080**\n3. **\u5146\u3057\u304c\u66f8\u304b\u308c\u3066\u3044\u305f\u4ef6\u6570\u3092\u6570\u3048\u308b**\n\n\u898b\u308b\u306e\u306f1\u70b9\u3060\u3051\u3067\u3059\u3002\n\n| \u7d50\u679c | \u5224\u65ad |\n|:--|:--|\n| 20\u4ef6\u4e2d10\u4ef6\u4ee5\u4e0a\u306b\u5146\u3057\u306e\u8a18\u8ff0\u304c\u3042\u3063\u305f | **\u3053\u306e\u69cb\u6210\u306b\u306f\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002** \u8a18\u9332\u306f\u53d6\u308c\u3066\u3044\u308b\u304c\u3001\u4f7f\u308f\u308c\u3066\u3044\u306a\u3044 |\n| 20\u4ef6\u4e2d3\u4ef6\u4ee5\u4e0b | **\u8a18\u9332\u306b\u5146\u3057\u304c\u73fe\u308c\u3066\u3044\u306a\u3044\u3002** \u70b9\u691c\u306e\u9805\u76ee\u304b\u8a18\u5165\u306e\u904b\u7528\u3092\u76f4\u3059\u306e\u304c\u5148 |\n\n**\u3053\u306e\u691c\u8a3c\u306b\u534a\u65e5\u304b\u3051\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u3053\u304c\u901a\u3089\u306a\u3044\u69cb\u6210\u306b\u6295\u8cc7\u3057\u3066\u3082\u3001\u52b9\u679c\u306f\u51fa\u307e\u305b\u3093\u3002\n\n\u6b21\u306b\u3001\u8a08\u7b97\u90e8\u5206\u3092\u8a66\u3057\u307e\u3059\u3002\n\n4. \u5168\u8a2d\u5099\u306b\u3064\u3044\u3066\u3001\u90e8\u54c1\u306e\u4ea4\u63db\u6642\u671f\uff08\u524d\u56de\u4ea4\u63db\u304b\u3089\u306e\u7d4c\u904e\u7387\uff09\u3092\u8a08\u7b97\u3059\u308b\n5. **\u63a8\u5968\u5468\u671f\u306e120\uff05\u3092\u8d85\u3048\u3066\u3044\u308b\u8a2d\u5099\u304c\u4f55\u53f0\u3042\u308b\u304b\u3092\u6570\u3048\u308b**\n\n**\u3053\u308c\u3082AI\u3092\u4f7f\u3044\u307e\u305b\u3093\u3002** Excel\u3067\u3067\u304d\u307e\u3059\u3002**\u305d\u3057\u3066\u3001\u591a\u304f\u306e\u4f01\u696d\u3067\u9a5a\u304f\u3088\u3046\u306a\u53f0\u6570\u304c\u51fa\u307e\u3059\u3002**\n\n\u6700\u5f8c\u306bAI\u306e\u90e8\u5206\u3092\u8a66\u3057\u307e\u3059\u3002\n\n6. \u6545\u969c\u3057\u305f\u8a2d\u509920\u4ef6\u3068\u3001\u6545\u969c\u3057\u3066\u3044\u306a\u3044\u8a2d\u509920\u4ef6\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u7528\u610f\u3059\u308b\n7. \u751f\u6210AI\u306b\u3001\u6545\u969c\u524d\u306e\u8a18\u8ff0\u306e\u7279\u5fb4\u3092\u62fe\u308f\u305b\u308b\n8. **\u6545\u969c\u3057\u305f\u8a2d\u5099\u3092\u4e0a\u4f4d\u306b\u4e26\u3079\u3089\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u308b**\n\n**\u300c\u3044\u3064\u58ca\u308c\u308b\u304b\u300d\u3092\u66f8\u3044\u3066\u3044\u306a\u3044\u304b\u3092\u5fc5\u305a\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002**","minimal_setup_short":"\u90e8\u54c1\u306e\u4ea4\u63db\u6642\u671f\u3092Excel\u3067\u8a08\u7b97\u3057\u3001\u7d4c\u904e\u7387\u306e\u9ad8\u3044\u8a2d\u5099\u3092\u4e00\u89a7\u306b\u3059\u308b \uff0f \u8a08\u7b97","semi_auto_setup":"\u5168\u8a2d\u5099\u306e\u6307\u6a19\u3092\u6708\u6b21\u3067\u81ea\u52d5\u8a08\u7b97\u3057\u3001\u512a\u5148\u5ea6\u3064\u304d\u306e\u4e00\u89a7\u3092\u51fa\u3059 \uff0f \u8a08\u7b97\u30fb\u4e26\u3079\u66ff\u3048","full_setup":"\u4e0a\u8a18\uff0b\u81ea\u7531\u8a18\u8ff0\u304b\u3089\u306e\u5146\u3057\u306e\u62bd\u51fa\uff0b\u904e\u53bb\u306e\u6545\u969c\u524d\u306e\u8a18\u8ff0\u3068\u306e\u7167\u5408\uff0b\u6545\u969c\u767a\u751f\u6642\u306e\u81ea\u52d5\u767b\u9332 \uff0f \u5224\u65ad\u4ee5\u5916\u306e\u3059\u3079\u3066","level_note":"**\u3053\u306e\u696d\u52d9\u3067\u306f\u672c\u683c\u69cb\u6210\u306b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002** \u8a08\u7b97\u3060\u3051\u3067\u306f\u3001\u300c\u4ea4\u63db\u6642\u671f\u306f\u6765\u3066\u3044\u306a\u3044\u304c\u3001\u97f3\u304c\u5909\u308f\u3063\u3066\u304d\u305f\u8a2d\u5099\u300d\u3092\u62fe\u3048\u307e\u305b\u3093\u3002**\u305d\u3057\u3066\u3001\u5b9f\u969b\u306b\u6b62\u307e\u308b\u306e\u306f\u305d\u3061\u3089\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| **AI\u304c\u6545\u969c\u306e\u6642\u671f\u3092\u4e88\u6e2c\u3059\u308b** | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u660e\u78ba\u306b\u7981\u6b62\u3059\u308b\u3002\u300c\u6b8b\u5b58\u5bff\u547d\u300d\u300c\u25ef\u304b\u6708\u4ee5\u5185\u300d\u3068\u3044\u3063\u305f\u8a9e\u304c\u51fa\u529b\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u304b\u691c\u67fb\u3059\u308b\u3002**\u6700\u91cd\u8981** |\n| \u7a7a\u6b04\u3092\u300c\u7570\u5e38\u306a\u3057\u300d\u3068\u89e3\u91c8\u3059\u308b | `not_written` \u3068\u3057\u3066\u533a\u5225\u3059\u308b\u3002**\u8a18\u5165\u3055\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3068\u7570\u5e38\u304c\u306a\u3044\u3053\u3068\u306f\u9055\u3046** |\n| \u70b9\u6570\u306e\u3057\u304d\u3044\u5024\u3067\u81ea\u52d5\u5224\u5b9a\u3059\u308b | \u70b9\u6570\u306f\u4e26\u3079\u66ff\u3048\u306e\u305f\u3081\u3060\u3051\u306b\u4f7f\u3046\u3002\u5224\u5b9a\u306f\u3057\u306a\u3044 |\n| \u8a2d\u5099\u306e\u5206\u985e\u3092\u5206\u3051\u305a\u306b\u540c\u3058\u57fa\u6e96\u3067\u8a55\u4fa1\u3059\u308b | \u56de\u8ee2\u6a5f\u30fb\u642c\u9001\u6a5f\u30fb\u71b1\u6e90\u30fb\u6cb9\u5727\u3067\u6545\u969c\u306e\u73fe\u308c\u65b9\u304c\u9055\u3046\u3002\u5206\u3051\u3066\u8a55\u4fa1\u3059\u308b |\n| \u540c\u578b\u6a5f\u304c1\u53f0\u306a\u306e\u306b\u5e73\u5747\u6545\u969c\u9593\u9694\u3092\u51fa\u3059 | \u53f0\u6570\u304c\u8db3\u308a\u306a\u3044\u5834\u5408\u306f\u3053\u306e\u6307\u6a19\u3092\u4f7f\u308f\u306a\u3044 |\n| \u6545\u969c\u524d\u306e\u8a18\u8ff0\u306e\u4e8b\u4f8b\u304c\u5c11\u306a\u3044 | 20\u4ef6\u672a\u6e80\u306e\u5206\u985e\u3067\u306f\u7167\u5408\u6a5f\u80fd\u3092\u4f7f\u308f\u306a\u3044 |\n| \u6545\u969c\u767a\u751f\u6642\u306e\u767b\u9332\u3092\u4eba\u624b\u306b\u4efb\u305b\u308b | \u81ea\u52d5\u5316\u3059\u308b\u3002**\u5fa9\u65e7\u5bfe\u5fdc\u306e\u6700\u4e2d\u306b\u5fd8\u308c\u3089\u308c\u308b** |\n| \u4e0a\u4f4d\u306b\u6319\u304c\u3089\u305a\u306b\u6545\u969c\u3057\u305f\u8a2d\u5099\u3092\u632f\u308a\u8fd4\u3089\u306a\u3044 | \u5fc5\u305a\u632f\u308a\u8fd4\u308b\u3002**\u6539\u5584\u306e\u6750\u6599\u306f\u3053\u3053\u306b\u3057\u304b\u306a\u3044** |\n| \u6e2c\u5b9a\u5024\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u306a\u3044\u8a2d\u5099\u3092\u5b89\u5168\u5074\u306b\u8a55\u4fa1\u3059\u308b | `no_data` \u3092\u660e\u793a\u3057\u3001\u8a55\u4fa1\u5bfe\u8c61\u5916\u3068\u3059\u308b |\n| \u8a18\u9332\u306e\u8a18\u5165\u7387\u304c\u4f4e\u3044\u307e\u307e\u69cb\u6210\u3092\u4f5c\u308b | \u8a18\u5165\u7387\u3092\u5148\u306b\u6e2c\u308b\u3002\u4f4e\u3051\u308c\u3070\u904b\u7528\u3092\u76f4\u3059\u306e\u304c\u5148 |\n| \u6cd5\u5b9a\u691c\u67fb\u306e\u671f\u9650\u3092\u4fdd\u5168\u306e\u512a\u5148\u5ea6\u3068\u6df7\u305c\u308b | \u5225\u306e\u8ef8\u3068\u3057\u3066\u6271\u3046\u3002**\u6cd5\u4ee4\u4e0a\u306e\u7fa9\u52d9\u306f\u512a\u5148\u5ea6\u306b\u95a2\u308f\u3089\u305a\u5b9f\u65bd\u3059\u308b** |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8a2d\u5099\u306e\u7a3c\u50cd\u72b6\u6cc1\u3001\u6545\u969c\u5c65\u6b74\u3001\u70b9\u691c\u8a18\u9332\u3001\u4f5c\u696d\u8005\u540d\u3002**\u81ea\u793e\u306e\u751f\u7523\u80fd\u529b\u3068\u8a2d\u5099\u6295\u8cc7\u306e\u72b6\u6cc1\u304c\u63a8\u6e2c\u3067\u304d\u308b\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u5916\u90e8AI\u3078\u306e\u5165\u529b\u53ef\u5426** \u2026 \u8a2d\u5099\u306e\u69cb\u6210\u3001\u6545\u969c\u306e\u983b\u5ea6\u3001\u751f\u7523\u8a08\u753b\u4e0a\u306e\u91cd\u8981\u5ea6\u304c\u542b\u307e\u308c\u307e\u3059\u3002**\u81ea\u793e\u306e\u60c5\u5831\u7ba1\u7406\u898f\u7a0b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044**\n2. **\u4f5c\u696d\u8005\u306e\u8a55\u4fa1\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u70b9\u691c\u8a18\u9332\u306e\u8a18\u5165\u5185\u5bb9\u3084\u3001\u6545\u969c\u306e\u767a\u751f\u3092\u3001\u7279\u5b9a\u306e\u4f5c\u696d\u8005\u306e\u8a55\u4fa1\u306b\u7d50\u3073\u4ed8\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\u305d\u306e\u3088\u3046\u306b\u4f7f\u308f\u308c\u308b\u3068\u3001\u8a18\u9332\u306e\u8a18\u5165\u304c\u5f62\u5f0f\u7684\u306b\u306a\u308a\u3001\u3053\u306e\u69cb\u6210\u306e\u524d\u63d0\u304c\u5d29\u308c\u307e\u3059\u3002** \u65b9\u91dd\u3068\u3057\u3066\u660e\u6587\u5316\u3057\u3001\u73fe\u5834\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\n3. **\u8a18\u8ff0\u306e\u4e2d\u306e\u500b\u4eba\u306b\u95a2\u3059\u308b\u5185\u5bb9** \u2026 \u300c\u3007\u3007\u3055\u3093\u304c\u5bfe\u5fdc\u300d\u3068\u3044\u3063\u305f\u8a18\u8f09\u304c\u5165\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**LLM\u306b\u6e21\u3059\u524d\u306b\u6c0f\u540d\u3092\u9664\u3044\u3066\u304f\u3060\u3055\u3044**\n4. **\u5b66\u7fd2\u5229\u7528** \u2026 \u5165\u529b\u3092\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u3044\u3053\u3068\u304c\u5951\u7d04\u3067\u4fdd\u8a3c\u3055\u308c\u308b\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3073\u307e\u3059\n5. **\u6cd5\u5b9a\u691c\u67fb\u3068\u306e\u95a2\u4fc2** \u2026 \u52b4\u50cd\u5b89\u5168\u885b\u751f\u6cd5\u306b\u57fa\u3065\u304f\u5b9a\u671f\u81ea\u4e3b\u691c\u67fb\u306f\u3001\u6cd5\u4ee4\u3067\u5b9a\u3081\u3089\u308c\u305f\u7fa9\u52d9\u3067\u3059\u3002**\u3053\u306e\u69cb\u6210\u306e\u512a\u5148\u5ea6\u3065\u3051\u304c\u3001\u6cd5\u5b9a\u691c\u67fb\u306e\u5b9f\u65bd\u3092\u5f8c\u56de\u3057\u306b\u3059\u308b\u7406\u7531\u306b\u306a\u3063\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002** \u5225\u306e\u8ef8\u3068\u3057\u3066\u7ba1\u7406\u3057\u3066\u304f\u3060\u3055\u3044\n6. **\u5b89\u5168\u306b\u95a2\u308f\u308b\u5224\u65ad** \u2026 \u8a2d\u5099\u306e\u5b89\u5168\u88c5\u7f6e\u3001\u5727\u529b\u5bb9\u5668\u3001\u6607\u964d\u8a2d\u5099\u306a\u3069\u3001**\u4eba\u306e\u5b89\u5168\u306b\u76f4\u7d50\u3059\u308b\u8a2d\u5099\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u306e\u69cb\u6210\u306e\u512a\u5148\u5ea6\u306b\u95a2\u308f\u3089\u305a\u3001\u5b9a\u3081\u3089\u308c\u305f\u70b9\u691c\u3092\u5b9f\u65bd\u3057\u3066\u304f\u3060\u3055\u3044**\n7. **\u30a2\u30af\u30bb\u30b9\u6a29\u9650** \u2026 \u8a55\u4fa1\u7d50\u679c\u306e\u95b2\u89a7\u3092\u3001\u4fdd\u5168\u90e8\u9580\u3068\u751f\u7523\u90e8\u9580\u306e\u7ba1\u7406\u8005\u306b\u9650\u5b9a\u3057\u307e\u3059\n8. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 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\u534a\u65e5\u3067\u7d42\u308f\u308a\u307e\u3059\u3002\n\n**\u3053\u306e\u6570\u5b57\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u4f5c\u308b\u304b\u3069\u3046\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002** 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