{"id":15312,"date":"2026-10-14T11:38:08","date_gmt":"2026-10-14T02:38:08","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/material-property-search\/"},"modified":"2026-10-14T11:38:08","modified_gmt":"2026-10-14T02:38:08","slug":"material-property-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/material-property-search\/","title":{"rendered":"\u6c42\u3081\u308b\u7269\u6027\u306e\u5024\u304b\u3089\u3001\u7814\u7a76\u6240\u306b\u6563\u3089\u3070\u308b\u8a66\u9a13\u5831\u544a\u66f8\u3092\u63a2\u3057\u3066\u8fd1\u3044\u6750\u6599\u3068\u914d\u5408\u3092\u4e26\u3079\u3001\u8a66\u9a13\u6761\u4ef6\u306e\u9055\u3044\u3092\u6dfb\u3048\u3066\u8fd4\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u958b\u767a\u4f9d\u983c\u306b\u66f8\u304b\u308c\u305f\u7269\u6027\u306e\u76ee\u6a19\u5024\u304b\u3089\u3001\u904e\u53bb\u306e\u8a66\u9a13\u5831\u544a\u66f8\u3092\u63a2\u3057\u3001\u5024\u306e\u8fd1\u3044\u6750\u6599\u3068\u914d\u5408\u3092\u4e26\u3079\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u5024\u304c\u3069\u306e\u8a66\u9a13\u6761\u4ef6\u3067\u6e2c\u3089\u308c\u305f\u304b\u3092\u6dfb\u3048\u3001\u4f9d\u983c\u306e\u6761\u4ef6\u3068\u9055\u3046\u70b9\u306b\u5370\u3092\u4ed8\u3051\u3066\u8fd4\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1438","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-14","tech_verified_date":"2026-10-14","trigger":"**\u7814\u7a76\u54e1\u304c\u4f9d\u983c\u306e\u672c\u6587\u3092\u691c\u7d22\u753b\u9762\u306b\u8cbc\u308a\u3001\u300c\u8fd1\u3044\u6750\u6599\u3092\u63a2\u3059\u300d\u3092\u62bc\u3057\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u4f9d\u983c\u306b\u306f\u3001\u7269\u6027\u306e\u76ee\u6a19\u5024\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3082\u306e\uff08\u300c\u3053\u306e\u90e8\u54c1\u306b\u5408\u3046\u6750\u6599\u3092\u300d\uff09\u3082\u6df7\u3056\u308a\u307e\u3059\u3002**\u76ee\u6a19\u5024\u304c1\u3064\u3082\u53d6\u308a\u51fa\u305b\u306a\u3044\u4f9d\u983c\u306f\u3001\u691c\u7d22\u306b\u9032\u307e\u305a\u306b\u300c\u76ee\u6a19\u5024\u306a\u3057\u300d\u3068\u8fd4\u3057\u307e\u3059\u3002**\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u8a66\u9a13\u5831\u544a\u66f8\u306e\u4fdd\u5b58\u3067\u3059\u3002** \u5831\u544a\u66f8\u3092\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u6c7a\u307e\u3063\u305f\u5834\u6240\u306b\u4fdd\u5b58\u3057\u3001\u627f\u8a8d\u306e\u5370\u304c\u4ed8\u3044\u305f\u3068\u304d\u306b\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002**\u4e0b\u66f8\u304d\u306e\u6bb5\u968e\u306e\u5831\u544a\u66f8\u306f\u5165\u308c\u307e\u305b\u3093\u3002** \u5024\u304c\u5f8c\u304b\u3089\u76f4\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002\n\n**\u53d6\u308a\u8fbc\u307f\u306f\u5831\u544a\u66f8\u306e\u7248\u3054\u3068\u306b\u884c\u3044\u307e\u3059\u3002** \u627f\u8a8d\u306e\u5f8c\u306b\u8aa4\u8a18\u3092\u76f4\u3057\u305f\u7248\u304c\u51fa\u305f\u3089\u3001\u540c\u3058\u5831\u544a\u66f8\u756a\u53f7\u306e\u53e4\u3044\u8a66\u9a13\u7d50\u679c\u3092\u6d88\u3057\u3066\u304b\u3089\u5165\u308c\u76f4\u3057\u307e\u3059\u3002**\u53e4\u3044\u7248\u306e\u5024\u304c\u6b8b\u308b\u3068\u3001\u540c\u3058\u8a66\u6599\u306e\u5024\u304c2\u3064\u4e26\u3073\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u4f9d\u983c\u306e\u672c\u6587 | \u7269\u6027\u306e\u76ee\u6a19\u5024\u3068\u8a31\u5bb9\u306e\u5e45\u3001\u6e2c\u308b\u6761\u4ef6\u3001\u5fc5\u9808\u306e\u533a\u5206\u3001\u7528\u9014 | \u691c\u7d22\u753b\u9762 |\n| \u8a66\u9a13\u7d50\u679c\u306e\u6587\u66f8 | \u5831\u544a\u66f8\u756a\u53f7\u30fb\u8a66\u6599\u756a\u53f7\u30fb\u914d\u5408\u756a\u53f7\u30fb\u914d\u5408\u306e\u7cfb\u5217\u3001\u7269\u6027\u306e\u5024\uff08\u6570\u5024\u3068\u5358\u4f4d\uff09\u3001\u8a66\u9a13\u306e\u898f\u683c\u30fb\u8377\u91cd\u30fb\u8a66\u9a13\u901f\u5ea6\u30fb\u72b6\u614b\u8abf\u7bc0\u30fb\u8a66\u9a13\u7247\u306e\u539a\u3055\u30fb\u8a66\u9a13\u6e29\u5ea6 | \u8a66\u9a13\u7d50\u679c\u306e\u7d22\u5f15\uff08OpenSearch\uff09 |\n| \u8a66\u6599\u306e\u72b6\u614b | \u63a1\u7528\u30fb\u4e0d\u63a1\u7528\u30fb\u958b\u767a\u4e2d\u306e\u533a\u5206\u3001\u4e0d\u63a1\u7528\u306e\u7406\u7531 | \u5831\u544a\u66f8\u306e\u7d50\u8ad6\u306e\u6b04\u304b\u3089\u53d6\u308a\u51fa\u3059 |\n| \u6240\u898b | \u5916\u89b3\u30fb\u6210\u5f62\u6027\u30fb\u3070\u3089\u3064\u304d\u306a\u3069\u3001\u5024\u4ee5\u5916\u306e\u8a18\u8ff0 | \u5831\u544a\u66f8\u306e\u672c\u6587\u304b\u3089\u53d6\u308a\u51fa\u3059 |\n| \u914d\u5408\u306e\u7cfb\u5217 | \u30d9\u30fc\u30b9\u6a39\u8102\u30fb\u5f37\u5316\u6750\u30fb\u96e3\u71c3\u5264\u306e\u7cfb\u7d71 | \u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u30012\u884c\u76ee\u306e\u8a66\u9a13\u6761\u4ef6\u306e\u9805\u76ee\u3067\u3059\u3002** \u5024\u3060\u3051\u306e\u7d22\u5f15\u306a\u3089\u3001\u30b0\u30ec\u30fc\u30c9\u306e\u4e00\u89a7\u3068\u5927\u5dee\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\u6761\u4ef6\u304c\u9805\u76ee\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3089\u3001\u6bd4\u3079\u3066\u3088\u3044\u304b\u3092\u898f\u5247\u3067\u898b\u3089\u308c\u307e\u3059\u3002**\n\n**3\u884c\u76ee\u306e\u4e0d\u63a1\u7528\u306e\u7406\u7531\u3082\u3001\u5fc5\u305a\u6301\u305f\u305b\u307e\u3059\u3002** \u4e0d\u63a1\u7528\u306b\u306a\u3063\u305f\u914d\u5408\u306e\u4e2d\u306b\u3001\u4eca\u56de\u306e\u4f9d\u983c\u306b\u8fd1\u3044\u5024\u3092\u51fa\u3057\u305f\u3082\u306e\u304c\u3042\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u4e0d\u63a1\u7528\u306e\u7406\u7531\u304c\u300c\u30b3\u30b9\u30c8\u304c\u5408\u308f\u306a\u3044\u300d\u306a\u306e\u304b\u300c\u6210\u5f62\u3067\u5272\u308c\u305f\u300d\u306a\u306e\u304b\u3067\u3001\u4f7f\u3048\u308b\u304b\u3069\u3046\u304b\u304c\u5909\u308f\u308a\u307e\u3059\u3002**","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u5024\u306e\u8fd1\u3044\u8a66\u9a13\u7d50\u679c | \u8a66\u9a13\u7d50\u679c\u306e\u7d22\u5f15 | `bool` \u306e\u7d5e\u308a\u8fbc\u307f\u3068\u672c\u6587\u306e\u4e00\u81f4\u3092 function_score \u3067\u5305\u307f\u3001\u7269\u6027\u3054\u3068\u306e `gauss` \u3067\u4e26\u3079\u308b |\n| \u7cfb\u5217\u3054\u3068\u306e\u4ee3\u8868 | \u540c\u3058\u554f\u3044\u5408\u308f\u305b | `collapse` \u3092\u914d\u5408\u306e\u7cfb\u5217\u306e\u9805\u76ee\u306b\u304b\u3051\u3001`inner_hits` \u3067\u7cfb\u5217\u5185\u306e\u4ed6\u306e\u8a66\u6599\u30923\u4ef6\u307e\u3067\u6dfb\u3048\u308b |\n| \u5831\u544a\u66f8\u306e\u5199\u3057 | S3 | \u4e0a\u4f4d\u306e\u8a66\u9a13\u7d50\u679c\u306e\u5831\u544a\u66f8\u756a\u53f7\u304b\u3089\u5199\u3057\u3078\u306e\u30ea\u30f3\u30af |\n| \u914d\u5408\u306e\u8a73\u7d30 | \u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u6a29\u9650\u306e\u3042\u308b\u7814\u7a76\u54e1\u304c\u753b\u9762\u304b\u3089\u958b\u304f |\n\n\u691c\u7d22\u306e\u5f62\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST \/test-results\/_search\n{\n  \"size\": 10,\n  \"query\": {\n    \"function_score\": {\n      \"query\": {\n        \"bool\": {\n          \"filter\": [\n            { \"exists\": { \"field\": \"hdt_c\" } },\n            { \"exists\": { \"field\": \"flex_modulus_gpa\" } },\n            { \"term\": { \"hdt_load_mpa\": 1.80 } },\n            { \"term\": { \"flame_class\": \"V-0\" } },\n            { \"range\": { \"flame_thickness_mm\": { \"lte\": 1.5 } } }\n          ],\n          \"should\": [\n            { \"match\": { \"notes\": \"\u8010\u71b1 \u525b\u6027 \u8584\u8089\" } }\n          ]\n        }\n      },\n      \"functions\": [\n        { \"gauss\": { \"hdt_c\": { \"origin\": 125, \"offset\": 5, \"scale\": 15 } }, \"weight\": 2 },\n        { \"gauss\": { \"flex_modulus_gpa\": { \"origin\": 3.0, \"offset\": 0.2, \"scale\": 0.6 } }, \"weight\": 2 },\n        { \"gauss\": { \"specific_gravity\": { \"origin\": 1.35, \"offset\": 0.05, \"scale\": 0.1 } }, \"weight\": 1 }\n      ],\n      \"score_mode\": \"avg\",\n      \"boost_mode\": \"sum\"\n    }\n  },\n  \"collapse\": {\n    \"field\": \"series_id\",\n    \"inner_hits\": { \"name\": \"same_series\", \"size\": 3 }\n  }\n}\n```\n\n**`exists` \u306e\u7d5e\u308a\u8fbc\u307f\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6e1b\u8870\u95a2\u6570\u306f\u3001**\u9805\u76ee\u304c\u7121\u3044\u6587\u66f8\u306b\u6e80\u70b9\u306e1\u3092\u8fd4\u3057\u307e\u3059\u3002** \u8377\u91cd\u305f\u308f\u307f\u6e29\u5ea6\u3092\u6e2c\u3063\u3066\u3044\u306a\u3044\u8a66\u6599\u304c\u3001\u6e2c\u3063\u305f\u8a66\u6599\u3088\u308a\u4e0a\u306b\u4e26\u3076\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u76ee\u6a19\u5024\u306e\u3042\u308b\u7269\u6027\u306f\u3001\u5024\u3092\u6301\u3064\u6587\u66f8\u3060\u3051\u306b\u7d5e\u308a\u307e\u3059\u3002\n\n**`offset` \u306b\u306f\u4f9d\u983c\u306e\u8a31\u5bb9\u306e\u5e45\u3092\u5165\u308c\u307e\u3059\u3002** \u300c3GPa\u524d\u5f8c\u300d\u3092\u00b10.2GPa\u3068\u8aad\u3093\u3060\u306a\u3089\u3001\u305d\u306e\u7bc4\u56f2\u306f\u6e80\u70b9\u3067\u3059\u3002**`scale` \u306f\u305d\u306e\u5916\u5074\u3067\u3069\u308c\u3060\u3051\u65e9\u304f\u70b9\u6570\u3092\u4e0b\u3052\u308b\u304b\u3067\u3001\u7269\u6027\u3054\u3068\u306b\u7814\u7a76\u6240\u3067\u6c7a\u3081\u307e\u3059\u3002** \u300c120\u2103\u4ee5\u4e0a\u300d\u306e\u3088\u3046\u306a\u7247\u5074\u306e\u76ee\u6a19\u306f\u3001`range` \u306e\u7d5e\u308a\u8fbc\u307f\u3067\u4e0b\u9650\u3092\u5207\u308a\u3001\u8fd1\u3055\u306f\u76ee\u6a19\u5024\u306e\u5c11\u3057\u4e0a\u3092 `origin` \u306b\u3057\u3066\u898b\u307e\u3059\u3002\n\n\u8a66\u9a13\u7d50\u679c\u306e\u7d22\u5f15\u306e1\u4ef6\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"report_id\": \"TR-2019-0412\",\n  \"report_version\": 2,\n  \"sample_id\": \"S-07\",\n  \"formulation_id\": \"F-PBT-GF30-118\",\n  \"series_id\": \"PBT-GF-FR-BR\",\n  \"status\": \"rejected\",\n  \"reject_reason\": \"\u6210\u5f62\u6642\u306e\u30ac\u30b9\u767a\u751f\u304c\u591a\u3044\",\n  \"hdt_c\": 205,\n  \"hdt_load_mpa\": 1.80,\n  \"flex_modulus_gpa\": 9.1,\n  \"flex_std\": \"ISO 178\",\n  \"conditioning\": \"dry\",\n  \"flame_class\": \"V-0\",\n  \"flame_thickness_mm\": 0.8,\n  \"specific_gravity\": 1.62,\n  \"raw_values\": { \"flex_modulus\": \"9.1\u00d710\u00b3 MPa\" },\n  \"notes\": \"\",\n  \"tested_on\": \"2019-06-18\",\n  \"access_group\": \"rd_materials\"\n}\n```","preprocessing":"1. **\u8a66\u9a131\u4ef6\u305a\u3064\u3078\u306e\u5206\u5272** \u2026 \u5831\u544a\u66f8\u306e\u8a66\u6599\u3068\u8a66\u9a13\u306e\u8868\u3092\u3001\u8a66\u6599\u3054\u3068\u306e\u6587\u66f8\u306b\u5206\u3051\u307e\u3059\n2. **\u5024\u3068\u6761\u4ef6\u306e\u53d6\u308a\u51fa\u3057** \u2026 Claude API \u306b\u5831\u544a\u66f8\u306e\u672c\u6587\u3068\u8868\u3092\u6e21\u3057\u3001\u7269\u6027\u306e\u5024\u30fb\u5358\u4f4d\u30fb\u6761\u4ef6\u3092\u69cb\u9020\u5316\u51fa\u529b\u3067\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\u5024\u306f\u539f\u6587\u306e\u6587\u5b57\u5217\u3082 `raw_values` \u306b\u6b8b\u3057\u307e\u3059**\n3. **\u5358\u4f4d\u306e\u63db\u7b97** \u2026 kgf\/cm\u00b2 \u3092 MPa \u306b\u3001\u300c\u00d710\u00b3 MPa\u300d\u3092 GPa \u306b\u305d\u308d\u3048\u308b\u63db\u7b97\u306f**\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059**\n4. **\u7bc4\u56f2\u306e\u78ba\u8a8d** \u2026 \u7269\u6027\u3054\u3068\u306b\u3042\u308a\u3046\u308b\u7bc4\u56f2\u3092\u6c7a\u3081\u3001\u5916\u308c\u305f\u5024\u306f\u53d6\u308a\u8fbc\u307e\u305a\u306b\u78ba\u8a8d\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u307e\u3059\n5. **\u6761\u4ef6\u306e\u533a\u5206\u3078\u306e\u305d\u308d\u3048** \u2026 \u300c\u7d76\u4e7e\u300d\u300c\u4e7e\u71e5\u72b6\u614b\u300d\u300cDAM\u300d\u3092 `dry`\u3001\u300c23\u210350%RH \u8abf\u6e7f\u300d\u3092 `conditioned` \u306e\u3088\u3046\u306b\u533a\u5206\u306b\u305d\u308d\u3048\u307e\u3059\n6. **\u914d\u5408\u306e\u7cfb\u5217\u306e\u4ed8\u4e0e** \u2026 \u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u3001\u914d\u5408\u756a\u53f7\u3067\u7cfb\u5217\u3092\u5f15\u3044\u3066\u4ed8\u3051\u307e\u3059\n\n**3\u756a\u76ee\u30684\u756a\u76ee\u3092AI\u306b\u4efb\u305b\u306a\u3044\u306e\u306f\u3001\u69cb\u9020\u5316\u51fa\u529b\u306e\u5236\u7d04\u306e\u305f\u3081\u3067\u3082\u3042\u308a\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u306f\u3001JSON \u30b9\u30ad\u30fc\u30de\u306e `minimum`\u30fb`maximum` \u306e\u3088\u3046\u306a\u6570\u5024\u306e\u5236\u7d04\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002**\u30b9\u30ad\u30fc\u30de\u3067\u7bc4\u56f2\u3092\u7e1b\u308c\u306a\u3044\u306e\u3067\u3001\u7bc4\u56f2\u306e\u78ba\u8a8d\u306f\u53d6\u308a\u8fbc\u307f\u306e\u51e6\u7406\u3067\u884c\u3044\u307e\u3059\u3002** \u63db\u7b97\u3082AI\u306b\u3055\u305b\u308b\u3068\u3001\u6841\u30921\u3064\u53d6\u308a\u9055\u3048\u305f\u5024\u304c\u7d22\u5f15\u306b\u5165\u308a\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f3\u3064\u3067\u3059\u3002\u5831\u544a\u66f8\u304b\u3089\u5024\u3068\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3001\u4f9d\u983c\u304b\u3089\u76ee\u6a19\u5024\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3001\u691c\u7d22\u306e\u7d50\u679c\u3092\u5019\u88dc\u3054\u3068\u306e\u8aac\u660e\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u5831\u544a\u66f8\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057 | \u8a66\u6599\u3054\u3068\u306e\u7269\u6027\u306e\u5024\u3068\u5358\u4f4d\u3001\u8a66\u9a13\u306e\u898f\u683c\u30fb\u8377\u91cd\u30fb\u72b6\u614b\u8abf\u7bc0\u30fb\u8a66\u9a13\u7247\u306e\u539a\u3055\u3001\u7d50\u8ad6\u306e\u533a\u5206\u3068\u7406\u7531 |\n| \u4f9d\u983c\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057 | \u7269\u6027\u3054\u3068\u306e\u76ee\u6a19\u5024\u30fb\u8a31\u5bb9\u306e\u5e45\u30fb\u7247\u5074\u304b\u4e21\u5074\u304b\u30fb\u6e2c\u308b\u6761\u4ef6\u3001\u5fc5\u9808\u306e\u533a\u5206\u3001\u7528\u9014\u306e\u8a00\u8449 |\n| \u5019\u88dc\u306e\u8aac\u660e | \u5024\u3068\u76ee\u6a19\u5024\u306e\u5dee\u3001\u6761\u4ef6\u306e\u7167\u5408\u3067\u4ed8\u3044\u305f\u5370\u306e\u610f\u5473\u3001\u6240\u898b\u3068\u4e0d\u63a1\u7528\u306e\u7406\u7531\u306e\u8981\u70b9 |\n| \u6839\u62e0\u306e\u4ed8\u4e0e | \u8aac\u660e\u3054\u3068\u306b\u5831\u544a\u66f8\u756a\u53f7\u3068\u8a66\u6599\u756a\u53f7 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5019\u88dc\u306e\u63a1\u5426\u30fb\u8a66\u4f5c\u306e\u8981\u5426\u306e\u5224\u65ad | \u7814\u7a76\u54e1\u3068\u8ab2\u9577\u304c\u5831\u544a\u66f8\u3092\u8aad\u3093\u3067\u6c7a\u3081\u308b |\n| \u5358\u4f4d\u306e\u63db\u7b97\u30fb\u5024\u306e\u88dc\u6b63 | \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046\u3002AI\u306e\u63db\u7b97\u306f\u6841\u306e\u8aa4\u308a\u304c\u6b8b\u308b |\n| \u6761\u4ef6\u304c\u9055\u3046\u5024\u306e\u8aad\u307f\u66ff\u3048 | \u300c\u8377\u91cd\u304c\u9055\u3046\u306e\u3067\u25cb\u2103\u304f\u3089\u3044\u300d\u306e\u3088\u3046\u306a\u63a8\u5b9a\u3092\u66f8\u304b\u305b\u306a\u3044 |\n| \u6761\u4ef6\u306e\u7167\u5408 | \u9805\u76ee\u306e\u6bd4\u8f03\u3067\u898f\u5247\u304c\u6c7a\u3081\u308b |\n| \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u6750\u6599\u306e\u63d0\u6848 | \u7d50\u679c\u306b\u7121\u3044\u5831\u544a\u66f8\u756a\u53f7\u3092\u793a\u3055\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u8377\u91cd\u306e\u6761\u4ef6\u304c\u9055\u3046\u8377\u91cd\u305f\u308f\u307f\u6e29\u5ea6\u3092\u6e21\u3059\u3068\u3001AI\u306f\u89aa\u5207\u306b\u300c\u4f9d\u983c\u306e\u6761\u4ef6\u306b\u76f4\u3059\u3068\u300d\u3068\u8aad\u307f\u66ff\u3048\u307e\u3059\u3002**\u8aad\u307f\u66ff\u3048\u305f\u5024\u306f\u3001\u3069\u3053\u306b\u3082\u6e2c\u3063\u305f\u8a18\u9332\u304c\u3042\u308a\u307e\u305b\u3093\u3002** \u6761\u4ef6\u304c\u9055\u3046\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3092\u66f8\u304b\u305b\u307e\u3059\u3002\n\n\u6761\u4ef6\u306e\u7167\u5408\u306f\u3001\u6b21\u306e\u898f\u5247\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3044\u307e\u3059\u3002\n\n| \u7167\u3089\u3059\u9805\u76ee | \u4f9d\u983c\u3068\u9055\u3046\u3068\u304d\u306e\u5370 |\n|:--|:--|\n| \u8377\u91cd\u305f\u308f\u307f\u6e29\u5ea6\u306e\u8377\u91cd | `load_mismatch`\u3002**\u6bd4\u8f03\u306e\u5bfe\u8c61\u304b\u3089\u5916\u3055\u305a\u3001\u5225\u306e\u6bb5\u306b\u8868\u793a\u3059\u308b** |\n| \u72b6\u614b\u8abf\u7bc0\uff08\u4e7e\u71e5\u30fb\u8abf\u6e7f\uff09 | `conditioning_mismatch`\u3002\u5438\u6c34\u3059\u308b\u6a39\u8102\u306e\u525b\u6027\u30fb\u885d\u6483\u306e\u5024\u306b\u4ed8\u3051\u308b |\n| \u96e3\u71c3\u6027\u306e\u8a66\u9a13\u7247\u306e\u539a\u3055 | \u4f9d\u983c\u3088\u308a\u539a\u3044\u8a66\u9a13\u7247\u306e\u533a\u5206\u306a\u3089 `thickness_mismatch` |\n| \u8a66\u9a13\u306e\u898f\u683c | \u898f\u683c\u304c\u9055\u3048\u3070 `std_mismatch` |\n| \u6e2c\u3063\u305f\u5e74 | 10\u5e74\u3088\u308a\u524d\u306a\u3089 `old_data`\u3002\u539f\u6599\u306e\u5909\u66f4\u3092\u78ba\u304b\u3081\u308b |","prompt_example":"```\n\u3042\u306a\u305f\u306f\u6a39\u8102\u6750\u6599\u306e\u7814\u7a76\u6240\u3067\u3001\u7814\u7a76\u54e1\u304c\u8fd1\u3044\u6750\u6599\u3092\u63a2\u3059\u306e\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u8a66\u9a13\u7d50\u679c\u3092\u3001\u5019\u88dc\u3054\u3068\u306b\u8aad\u307f\u3084\u3059\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u3069\u306e\u6750\u6599\u3092\u4f7f\u3046\u304b\u3001\u4ed5\u69d8\u3092\u6e80\u305f\u3059\u304b\u3092\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6c7a\u3081\u308b\u306e\u306f\u7814\u7a76\u54e1\u3067\u3059\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u4f9d\u983c\u306e\u76ee\u6a19\u5024\u3068\u3001\u5404\u5019\u88dc\u306e\u8a66\u9a13\u7d50\u679c\u306e\u5024\u3092\u4e26\u3079\u3001\u5dee\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n   \u5dee\u306e\u8a08\u7b97\u306f\u6e21\u3055\u308c\u305f diff \u306e\u5024\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n2. \u6761\u4ef6\u306e\u7167\u5408\u3067\u4ed8\u3044\u305f\u5370\uff08load_mismatch \u306a\u3069\uff09\u3092\u3001\u610f\u5473\u306e\u5206\u304b\u308b\u6587\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u6240\u898b\u3068\u4e0d\u63a1\u7528\u306e\u7406\u7531\u304c\u3042\u308c\u3070\u3001\u8981\u70b9\u30921\u301c2\u6587\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u8aac\u660e\u3054\u3068\u306b\u3001\u6839\u62e0\u306e\u5831\u544a\u66f8\u756a\u53f7\u3068\u8a66\u6599\u756a\u53f7\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6761\u4ef6\u304c\u9055\u3046\u5024\u3092\u3001\u4f9d\u983c\u306e\u6761\u4ef6\u306e\u5024\u306b\u8aad\u307f\u66ff\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u6761\u4ef6\u304c\u9055\u3046\u305f\u3081\u3001\u305d\u306e\u307e\u307e\u6bd4\u3079\u3089\u308c\u306a\u3044\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5024\u3092\u81ea\u5206\u3067\u8a08\u7b97\u30fb\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6e21\u3055\u308c\u305f\u5024\u3068\u5358\u4f4d\u3092\u305d\u306e\u307e\u307e\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5370\u304c\u4ed8\u3044\u3066\u3044\u306a\u3044\u6761\u4ef6\u306b\u3064\u3044\u3066\u3001\u9055\u3044\u304c\u3042\u308b\u3068\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u5831\u544a\u66f8\u756a\u53f7\u30fb\u6750\u6599\u540d\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4e0d\u63a1\u7528\u306e\u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u300c\u8a18\u8f09\u306a\u3057\u300d\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u300c\u3053\u306e\u6750\u6599\u306a\u3089\u6e80\u305f\u305b\u308b\u300d\u300c\u8a66\u4f5c\u3092\u52e7\u3081\u308b\u300d\u306e\u3088\u3046\u306a\u5224\u65ad\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f9d\u983c\u306e\u76ee\u6a19\u5024\u3068\u6761\u4ef6\u3011{targets}\n\u3010\u5019\u88dc\uff08\u7cfb\u5217\u3054\u3068\u306e\u4ee3\u8868\u3068\u7cfb\u5217\u5185\u306e\u8a66\u6599\uff09\u3011{candidates}\n\u3010\u6761\u4ef6\u306e\u7167\u5408\u306e\u7d50\u679c\u3011{condition_flags}\n```\n\n**\u300c\u8aad\u307f\u66ff\u3048\u306a\u3044\u300d\u30922\u304b\u6240\u306b\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u30011\u304b\u6240\u3060\u3068\u6b8b\u308b\u304b\u3089\u3067\u3059\u3002** \u5370\u306e\u610f\u5473\u3092\u8aac\u660e\u3055\u305b\u308b\u3068\u3001\u305d\u306e\u6d41\u308c\u3067\u300c\u306a\u304a\u3001\u4f9d\u983c\u306e\u8377\u91cd\u3067\u6e2c\u308c\u3070\u300d\u3068\u7d9a\u3051\u307e\u3059\u3002**\u8aad\u307f\u66ff\u3048\u3092\u7981\u3058\u308b\u6587\u3068\u3001\u66f8\u3044\u3066\u3088\u3044\u6587\u306e\u4e21\u65b9\u3092\u793a\u3057\u307e\u3059\u3002**\n\n**\u5dee\u306e\u8a08\u7b97\u3092\u6e21\u3057\u3066\u3044\u308b\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u76ee\u6a19\u5024\u3068\u5b9f\u6e2c\u5024\u306e\u5dee\u306f\u3001\u691c\u7d22\u306e\u3042\u3068\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u51fa\u3057\u3066 `diff` \u306b\u5165\u308c\u307e\u3059\u3002**AI\u304c\u5dee\u3092\u8a08\u7b97\u3059\u308b\u3068\u3001\u5358\u4f4d\u306e\u9055\u3046\u5024\u3069\u3046\u3057\u3092\u5f15\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**","output_data":"**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"candidates\": [\n    {\n      \"series_id\": \"\",\n      \"report_id\": \"\",\n      \"sample_id\": \"\",\n      \"status\": \"adopted | rejected | in_development\",\n      \"properties\": [\n        { \"name\": \"\", \"value\": \"\", \"unit\": \"\", \"target\": \"\", \"diff\": \"\",\n          \"flags\": [], \"comparable\": \"yes | no\" }\n      ],\n      \"explanation\": \"\",\n      \"reject_reason\": \"\",\n      \"other_samples_in_series\": []\n    }\n  ],\n  \"no_match_properties\": [],\n  \"check_with\": []\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`report_id` \u3068 `sample_id` \u3092\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u3066\u304d\u305f\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u3001**\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u78ba\u304b\u3081\u307e\u3059\u3002** \u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5019\u88dc\u306f\u8868\u793a\u3057\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001`comparable` \u3092\u7269\u6027\u3054\u3068\u306b\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** \u6761\u4ef6\u306e\u7167\u5408\u3067\u5370\u304c\u4ed8\u3044\u305f\u7269\u6027\u306f `no` \u306b\u3057\u3001**\u753b\u9762\u3067\u306f\u5024\u3092\u7070\u8272\u306b\u3057\u3066\u3001\u6bd4\u3079\u3089\u308c\u306a\u3044\u5024\u3067\u3042\u308b\u3053\u3068\u304c\u4e00\u76ee\u3067\u5206\u304b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002** `comparable` \u306e\u5024\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u3001AI\u306e\u51fa\u529b\u3067\u4e0a\u66f8\u304d\u3057\u307e\u305b\u3093\u3002\n\n**3\u3064\u76ee\u306f\u3001`no_match_properties` \u3067\u5c4a\u304b\u306a\u3044\u7269\u6027\u304c\u5206\u304b\u308b\u3053\u3068\u3067\u3059\u3002** \u3069\u306e\u5019\u88dc\u3067\u3082\u76ee\u6a19\u5024\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u308b\u7269\u6027\u304c\u3042\u308c\u3070\u3001\u3053\u3053\u306b\u4e26\u3079\u307e\u3059\u3002**\u914d\u5408\u3092\u5909\u3048\u308b\u691c\u8a0e\u304c\u8981\u308b\u7269\u6027\u3092\u3001\u7814\u7a76\u54e1\u304c\u6700\u521d\u306b\u898b\u3089\u308c\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u691c\u7d22\u753b\u9762 | \u793e\u5185\u306eWeb\u753b\u9762 | \u4f9d\u983c\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u76ee\u6a19\u5024\u306e\u78ba\u8a8d\u3001\u5019\u88dc\u3068\u6839\u62e0\u306e\u8868\u793a |\n| Claude API | Messages API \u306e\u69cb\u9020\u5316\u51fa\u529b | \u5831\u544a\u66f8\u30fb\u4f9d\u983c\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057\u3001\u5019\u88dc\u306e\u8aac\u660e |\n| Amazon OpenSearch Service | `_search`\uff08function_score\u3001collapse\uff09 | \u5024\u306e\u8fd1\u3044\u8a66\u9a13\u7d50\u679c |\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0 | \u627f\u8a8d\u306e\u5370\u3067 Lambda \u3092\u8d77\u52d5 | \u5831\u544a\u66f8\u306e\u53d6\u308a\u8fbc\u307f |\n| \u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057 | \u914d\u5408\u756a\u53f7\u3068\u7cfb\u5217 |\n| S3 | \u5831\u544a\u66f8\u306e\u5199\u3057\u306e\u4fdd\u7ba1 | \u4e0a\u4f4d\u306e\u5831\u544a\u66f8\u3078\u306e\u30ea\u30f3\u30af |","human_review":"1. **\u76ee\u6a19\u5024\u3092\u78ba\u304b\u3081\u308b** \u2026 \u691c\u7d22\u306e\u524d\u306b\u3001\u53d6\u308a\u51fa\u3055\u308c\u305f\u76ee\u6a19\u5024\u30fb\u5e45\u30fb\u6761\u4ef6\u3092\u898b\u307e\u3059\u3002**\u8377\u91cd\u3084\u539a\u3055\u304c\u4f9d\u983c\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u55b6\u696d\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u691c\u7d22\u3057\u307e\u3059**\n2. **\u4e0a\u4f4d\u306e\u5831\u544a\u66f8\u3092\u958b\u304f** \u2026 \u5c11\u306a\u304f\u3068\u3082\u4e0a\u4f4d3\u4ef6\u306f\u5831\u544a\u66f8\u3092\u958b\u304d\u3001\u8a66\u6599\u306e\u4f5c\u308a\u65b9\u3068\u6240\u898b\u3092\u8aad\u307f\u307e\u3059\n3. **`comparable` \u304c `no` \u306e\u5024\u3092\u6271\u3044\u306b\u6ce8\u610f\u3059\u308b** \u2026 \u6761\u4ef6\u306e\u9055\u3046\u5024\u3067\u7b54\u3048\u308b\u3068\u304d\u306f\u3001\u6761\u4ef6\u3092\u6dfb\u3048\u3066\u8fd4\u3057\u307e\u3059\n4. **\u4e0d\u63a1\u7528\u306e\u7406\u7531\u3092\u78ba\u304b\u3081\u308b** \u2026 \u4e0d\u63a1\u7528\u306e\u8a66\u6599\u3092\u5019\u88dc\u306b\u3059\u308b\u306a\u3089\u3001\u7406\u7531\u304c\u4eca\u56de\u306e\u7528\u9014\u3067\u554f\u984c\u306b\u306a\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n5. **\u7b54\u3048\u3092\u8a18\u9332\u3059\u308b** \u2026 \u55b6\u696d\u3078\u8fd4\u3057\u305f\u5185\u5bb9\u3068\u3001\u4f7f\u3063\u305f\u5831\u544a\u66f8\u756a\u53f7\u3092\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aac\u660e\u306f\u8981\u7d04\u3067\u3059\u3002**\u540c\u3058\u5024\u3067\u3082\u3001\u8a66\u6599\u304c\u5c04\u51fa\u6210\u5f62\u306e\u8a66\u9a13\u7247\u304b\u62bc\u51fa\u306e\u677f\u304b\u3089\u5207\u308a\u51fa\u3057\u305f\u3082\u306e\u304b\u306f\u3001\u5831\u544a\u66f8\u3092\u8aad\u307e\u306a\u3044\u3068\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef615\u5206\u3067\u3059\u3002** \u76ee\u6a19\u5024\u306e\u78ba\u8a8d\u306b3\u5206\u3001\u4e0a\u4f4d\u306e\u5831\u544a\u66f8\u3092\u8aad\u3080\u306e\u306b8\u5206\u3001\u7b54\u3048\u3092\u307e\u3068\u3081\u308b\u306e\u306b4\u5206\u3068\u3044\u3046\u898b\u8fbc\u307f\u3067\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u4f9d\u983c\u306b\u76ee\u6a19\u5024\u304c\u7121\u3044 | \u691c\u7d22\u306b\u9032\u307e\u305a\u300c\u76ee\u6a19\u5024\u306a\u3057\u300d\u3068\u8fd4\u3059\u3002\u7528\u9014\u306e\u8a00\u8449\u3060\u3051\u3067\u672c\u6587\u3092\u691c\u7d22\u3057\u305f\u7d50\u679c\u3092\u53c2\u8003\u306b\u51fa\u3059 |\n| \u3069\u306e\u5019\u88dc\u3082\u76ee\u6a19\u5024\u304b\u3089\u9060\u3044 | `no_match_properties` \u306b\u4e26\u3079\u3001**\u300c\u8fd1\u3044\u6750\u6599\u306a\u3057\u300d\u3068\u660e\u793a\u3059\u308b** |\n| \u5fc5\u9808\u306e\u533a\u5206\u3067\u7d5e\u308b\u30680\u4ef6 | \u7d5e\u308a\u8fbc\u307f\u30921\u3064\u305a\u3064\u5916\u3057\u305f\u7d50\u679c\u3092\u3001\u5916\u3057\u305f\u6761\u4ef6\u3092\u660e\u8a18\u3057\u3066\u5225\u306b\u51fa\u3059 |\n| \u5831\u544a\u66f8\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u7121\u3044 | \u305d\u306e\u5019\u88dc\u3092\u8868\u793a\u3057\u306a\u3044\u3002\u30ed\u30b0\u306b\u6b8b\u3059 |\n| \u53d6\u308a\u8fbc\u307f\u6642\u306b\u5024\u304c\u7bc4\u56f2\u5916 | \u7d22\u5f15\u306b\u5165\u308c\u305a\u3001\u78ba\u8a8d\u306e\u5f85\u3061\u884c\u5217\u3078\u3002**\u539f\u6587\u306e\u6587\u5b57\u5217\u3092\u6dfb\u3048\u308b** |\n| \u5358\u4f4d\u304c\u8aad\u3081\u306a\u3044 | \u5024\u3092\u5165\u308c\u305a\u3001`raw_values` \u3060\u3051\u3092\u6b8b\u3057\u3066\u78ba\u8a8d\u3078\u56de\u3059 |\n| \u540c\u3058\u5831\u544a\u66f8\u306e\u65b0\u3057\u3044\u7248\u304c\u6765\u305f | \u53e4\u3044\u7248\u306e\u8a66\u9a13\u7d50\u679c\u3092\u6d88\u3057\u3066\u304b\u3089\u5165\u308c\u76f4\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `refusal` \u3084 `max_tokens` \u3067\u7d42\u308f\u308b | \u53d7\u3051\u4ed8\u3051\u305a\u306b\u518d\u5b9f\u884c\u3059\u308b |","log_storage":"- \u4f9d\u983c\u306e\u672c\u6587\u3068\u3001\u53d6\u308a\u51fa\u3057\u305f\u76ee\u6a19\u5024\u3001**\u7814\u7a76\u54e1\u304c\u76f4\u3057\u305f\u76ee\u6a19\u5024**\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08\u7d5e\u308a\u8fbc\u307f\u3001`origin`\u30fb`offset`\u30fb`scale`\u30fb\u91cd\u307f\uff09\u3068\u3001\u4e0a\u4f4d\u306e\u8a66\u9a13\u7d50\u679c\u3068\u70b9\u6570\n- \u6761\u4ef6\u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u898f\u5247\u306e\u7248\n- Claude API \u306e\u51fa\u529b\u3068\u3001\u4f7f\u3063\u305f\u6307\u793a\u306e\u7248\n- \u8868\u793a\u3057\u306a\u304b\u3063\u305f\u5019\u88dc\u3068\u7406\u7531\n- \u55b6\u696d\u3078\u8fd4\u3057\u305f\u7b54\u3048\u3068\u3001\u6839\u62e0\u306b\u3057\u305f\u5831\u544a\u66f8\u756a\u53f7\n\n**1\u884c\u76ee\u306e\u300c\u76f4\u3057\u305f\u76ee\u6a19\u5024\u300d\u304c\u3001\u6307\u793a\u3092\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u300c\u524d\u5f8c\u300d\u3092\u3069\u308c\u304f\u3089\u3044\u306e\u5e45\u3068\u8aad\u3080\u3079\u304d\u3060\u3063\u305f\u304b\u3001\u8377\u91cd\u306e\u66f8\u304d\u65b9\u3092\u3069\u3046\u8aad\u307f\u9055\u3048\u305f\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u76f4\u3055\u308c\u305f\u7b87\u6240\u304c\u591a\u3044\u8a00\u3044\u56de\u3057\u304b\u3089\u3001\u6307\u793a\u306b\u4f8b\u3092\u8db3\u3057\u307e\u3059\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":5,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":25,"assumption_frequency":120,"assumption_workdays":20,"volume_month":120,"before_minutes_per_case":40,"after_minutes_per_case":15,"hourly_cost":4500,"before_hours_month":80,"after_hours_month":30,"saved_hours_month":50,"reduction_rate":63,"saved_hours_year":600,"annual_cost_effect":2700000,"summary":"\u958b\u767a\u4f9d\u983c\u306b\u66f8\u304b\u308c\u305f\u7269\u6027\u306e\u76ee\u6a19\u5024\u304b\u3089\u3001\u904e\u53bb\u306e\u8a66\u9a13\u5831\u544a\u66f8\u3092\u63a2\u3057\u3001\u5024\u306e\u8fd1\u3044\u6750\u6599\u3068\u914d\u5408\u3092\u4e26\u3079\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u5024\u304c\u3069\u306e\u8a66\u9a13\u6761\u4ef6\u3067\u6e2c\u3089\u308c\u305f\u304b\u3092\u6dfb\u3048\u3001\u4f9d\u983c\u306e\u6761\u4ef6\u3068\u9055\u3046\u70b9\u306b\u5370\u3092\u4ed8\u3051\u3066\u8fd4\u3057\u307e\u3059\u3002","before_flow":"1. \u4f9d\u983c\u3092\u8aad\u307f\u3001\u7269\u6027\u306e\u76ee\u6a19\u5024\u3068\u3001\u305d\u306e\u5024\u3092\u3069\u306e\u6761\u4ef6\u3067\u6e2c\u308b\u3053\u3068\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\n2. \u8fd1\u3044\u6750\u6599\u3092\u4f5c\u3063\u305f\u3053\u3068\u304c\u3042\u308a\u305d\u3046\u306a\u4eba\u306b\u805e\u304f\u304b\u3001\u30b0\u30ec\u30fc\u30c9\u306e\u4e00\u89a7\u306e\u4ee3\u8868\u5024\u304b\u3089\u5019\u88dc\u3092\u6319\u3052\u308b\n3. \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3067\u5019\u88dc\u306e\u8a66\u9a13\u5831\u544a\u66f8\u3092\u63a2\u3057\u3001\u7269\u6027\u306e\u5024\u3092\u66f8\u304d\u5199\u3059\n4. \u5831\u544a\u66f8\u306e\u8a66\u9a13\u6761\u4ef6\uff08\u898f\u683c\u30fb\u8377\u91cd\u30fb\u72b6\u614b\u8abf\u7bc0\u30fb\u8a66\u9a13\u7247\u306e\u539a\u3055\uff09\u3092\u8aad\u307f\u3001\u4f9d\u983c\u306e\u6761\u4ef6\u3068\u540c\u3058\u304b\u3092\u78ba\u304b\u3081\u308b\n5. \u5019\u88dc\u3092\u8868\u306b\u307e\u3068\u3081\u3001\u8a66\u4f5c\u306e\u8981\u5426\u3092\u8ab2\u9577\u3068\u76f8\u8ac7\u3059\u308b\n6. \u55b6\u696d\u304b\u6280\u8853\u30b5\u30fc\u30d3\u30b9\u3078\u3001\u8fd1\u3044\u6750\u6599\u306e\u6709\u7121\u3068\u898b\u8fbc\u307f\u3092\u8fd4\u3059\n\n**\uff08a\uff09\u63a2\u3059\u5165\u53e3\u304c\u4eba\u306e\u8a18\u61b6\u3057\u304b\u306a\u3044\u3002** \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u691c\u7d22\u3067\u5f15\u3051\u308b\u306e\u306f\u30d5\u30a1\u30a4\u30eb\u540d\u3068\u672c\u6587\u306e\u8a00\u8449\u3067\u3059\u3002**\u300c\u66f2\u3052\u5f3e\u6027\u7387\u304c3GPa\u524d\u5f8c\u306e\u5831\u544a\u66f8\u300d\u306f\u3001\u8a00\u8449\u3067\u306f\u63a2\u305b\u307e\u305b\u3093\u3002** 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**\u3010\u4eba\u3011** \u7814\u7a76\u54e1\u304c\u4f9d\u983c\u306e\u672c\u6587\u3092\u691c\u7d22\u753b\u9762\u306b\u8cbc\u308b\n2. **\u3010\u81ea\u52d5\u3011** Claude API \u304c\u7269\u6027\u306e\u76ee\u6a19\u5024\u30fb\u8a31\u5bb9\u306e\u5e45\u30fb\u6e2c\u308b\u6761\u4ef6\u30fb\u5fc5\u9808\u306e\u533a\u5206\uff08\u96e3\u71c3\u306e\u533a\u5206\u306a\u3069\uff09\u3092\u53d6\u308a\u51fa\u3059\n3. **\u3010\u4eba\u3011** \u7814\u7a76\u54e1\u304c\u53d6\u308a\u51fa\u3055\u308c\u305f\u76ee\u6a19\u5024\u3068\u6761\u4ef6\u3092\u753b\u9762\u3067\u78ba\u304b\u3081\u3001\u76f4\u3059\n4. **\u3010\u81ea\u52d5\u3011** Amazon OpenSearch Service \u304c\u3001\u5fc5\u9808\u306e\u6761\u4ef6\u3067\u7d5e\u3063\u305f\u3046\u3048\u3067\u3001\u76ee\u6a19\u5024\u3078\u306e\u8fd1\u3055\u3067\u8a66\u9a13\u7d50\u679c\u3092\u4e26\u3079\u308b\n5. **\u3010\u81ea\u52d5\u3011** 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\u304c\u7269\u6027\u306e\u76ee\u6a19\u5024\u30fb\u8a31\u5bb9\u306e\u5e45\u30fb\u6e2c\u308b\u6761\u4ef6\u30fb\u5fc5\u9808\u306e\u533a\u5206\uff08\u96e3\u71c3\u306e\u533a\u5206\u306a\u3069\uff09\u3092\u53d6\u308a\u51fa\u3059","**\u3010\u4eba\u3011** \u7814\u7a76\u54e1\u304c\u53d6\u308a\u51fa\u3055\u308c\u305f\u76ee\u6a19\u5024\u3068\u6761\u4ef6\u3092\u753b\u9762\u3067\u78ba\u304b\u3081\u3001\u76f4\u3059","**\u3010\u81ea\u52d5\u3011** Amazon OpenSearch Service \u304c\u3001\u5fc5\u9808\u306e\u6761\u4ef6\u3067\u7d5e\u3063\u305f\u3046\u3048\u3067\u3001\u76ee\u6a19\u5024\u3078\u306e\u8fd1\u3055\u3067\u8a66\u9a13\u7d50\u679c\u3092\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u540c\u3058\u914d\u5408\u306e\u7cfb\u5217\u304c\u4e0a\u4f4d\u3092\u57cb\u3081\u306a\u3044\u3088\u3046\u3001\u7cfb\u5217\u3054\u3068\u306b1\u4ef6\u306b\u307e\u3068\u3081\u3001\u7cfb\u5217\u306e\u4e2d\u306e\u4ed6\u306e\u8a66\u9a13\u306f\u5185\u5074\u306b\u6dfb\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u4e0a\u4f4d\u306e\u8a66\u9a13\u7d50\u679c\u306b\u3064\u3044\u3066\u3001\u8a66\u9a13\u6761\u4ef6\u3092\u4f9d\u983c\u306e\u6761\u4ef6\u3068\u898f\u5247\u3067\u7167\u3089\u3057\u3001\u9055\u3044\u306b\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u5019\u88dc\u3054\u3068\u306b\u5024\u3068\u6761\u4ef6\u306e\u9055\u3044\u3092\u8aad\u3081\u308b\u6587\u306b\u3057\u3001\u6839\u62e0\u306e\u5831\u544a\u66f8\u306e\u756a\u53f7\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u7814\u7a76\u54e1\u304c\u4e0a\u4f4d\u306e\u5831\u544a\u66f8\u3092\u958b\u3044\u3066\u8aad\u307f\u3001\u8a66\u4f5c\u306e\u8981\u5426\u3068\u7b54\u3048\u65b9\u3092\u6c7a\u3081\u308b"],"architecture":"```\n\u8a66\u9a13\u5831\u544a\u66f8\uff08Word\u30fbExcel\u30fbPDF\uff09  \u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0  \u30b0\u30ec\u30fc\u30c9\u306e\u4e00\u89a7\n   \u2502  \u53d6\u308a\u8fbc\u307f\u6642\u306b\u8a66\u9a131\u4ef6\u305a\u3064\u306b\u5206\u3051\u308b\n   \u25bc\nAWS Lambda \u2500\u2500 Claude API\uff08\u5024\u30fb\u5358\u4f4d\u30fb\u6761\u4ef6\u306e\u53d6\u308a\u51fa\u3057\u3001\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u2502   \u5358\u4f4d\u306e\u63db\u7b97\u3068\u7bc4\u56f2\u306e\u78ba\u8a8d\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\n   \u25bc\nAmazon OpenSearch Service \u2500\u2500 \u8a66\u9a13\u7d50\u679c\u306e\u7d22\u5f15\uff08\u6570\u5024\u306e\u9805\u76ee\uff0bkuromoji \u306e\u672c\u6587\uff09\n   \u25b2\n   \u2502 \u691c\u7d22\n\u691c\u7d22\u753b\u9762 \u2500\u2500\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u4f9d\u983c\u306e\u672c\u6587\u3092\u8cbc\u308b\n   \u25bc\nClaude API \u2500\u2500 \u76ee\u6a19\u5024\u30fb\u5e45\u30fb\u6761\u4ef6\u306e\u53d6\u308a\u51fa\u3057\n   \u25bc\u3010\u4eba\u3011\u76ee\u6a19\u5024\u306e\u78ba\u8a8d\nOpenSearch \u2500\u2500 function_score\uff08gauss \u6e1b\u8870\uff09\uff0b filter \uff0b collapse\n   \u25bc\n\u6761\u4ef6\u306e\u7167\u5408\uff08\u898f\u5247\uff09\u2500\u2500 \u8377\u91cd\u30fb\u72b6\u614b\u8abf\u7bc0\u30fb\u8a66\u9a13\u7247\u306e\u539a\u3055\u30fb\u898f\u683c\n   \u25bc\nClaude API \u2500\u2500 \u5019\u88dc\u3054\u3068\u306e\u8aac\u660e\u3068\u6839\u62e0\u306e\u5831\u544a\u66f8\u756a\u53f7\n   \u25bc\n\u691c\u7d22\u753b\u9762 \u2500\u2500\u3010\u4eba\u3011\u7814\u7a76\u54e1\u304c\u5831\u544a\u66f8\u3092\u8aad\u3093\u3067\u6c7a\u3081\u308b\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08function_score \u306e\u6e1b\u8870\u95a2\u6570\u3001collapse\u3001kuromoji\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u751f\u6210AI | Claude API\uff08\u5831\u544a\u66f8\u304b\u3089\u306e\u5024\u306e\u53d6\u308a\u51fa\u3057\u3001\u4f9d\u983c\u306e\u76ee\u6a19\u5024\u306e\u53d6\u308a\u51fa\u3057\u3001\u5019\u88dc\u306e\u8aac\u660e\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001Gemini API |\n| \u9023\u643a | AWS Lambda\uff08\u5831\u544a\u66f8\u306e\u53d6\u308a\u8fbc\u307f\u3001\u691c\u7d22\u753b\u9762\u3068\u306e\u3064\u306a\u304e\u3001\u6761\u4ef6\u306e\u7167\u5408\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u8a66\u9a13\u5831\u544a\u66f8\u306e\u5199\u3057\uff09 | \u7814\u7a76\u6240\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3068\u30b0\u30ec\u30fc\u30c9\u306e\u4e00\u89a7\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u914d\u5408\u306e\u756a\u53f7\u3068\u539f\u6599\u306e\u7cfb\u5217\u3092\u8aad\u307f\u53d6\u3063\u3066\u3001\u8a66\u9a13\u7d50\u679c\u306e\u6587\u66f8\u306b\u4ed8\u3051\u308b\u3060\u3051\u3067\u3059\u3002\n\n**\u571f\u53f0\u306b\u306a\u308b\u306e\u306f\u3001\u8a66\u9a131\u4ef6\u305a\u3064\u30921\u3064\u306e\u6587\u66f8\u306b\u3057\u305f\u7d22\u5f15\u3067\u3059\u3002** \u5831\u544a\u66f81\u4ef6\u306b\u306f\u3001\u914d\u5408\u3092\u632f\u3063\u305f\u8907\u6570\u306e\u8a66\u6599\u3068\u3001\u5f15\u5f35\u30fb\u66f2\u3052\u30fb\u8377\u91cd\u305f\u308f\u307f\u6e29\u5ea6\u30fb\u96e3\u71c3\u6027\u306a\u3069\u306e\u8907\u6570\u306e\u8a66\u9a13\u304c\u5165\u3063\u3066\u3044\u307e\u3059\u3002**1\u3064\u306e\u5831\u544a\u66f8\u30921\u6587\u66f8\u306b\u3059\u308b\u3068\u3001\u3069\u306e\u5024\u304c\u3069\u306e\u8a66\u6599\u306e\u3082\u306e\u304b\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u8a66\u6599\u3054\u3068\u306b\u3001\u7269\u6027\u306e\u5024\u3068\u8a66\u9a13\u6761\u4ef6\u3092\u6570\u5024\u3068\u533a\u5206\u306e\u9805\u76ee\u3067\u6301\u305f\u305b\u307e\u3059\u3002\n\n**\u4e26\u3079\u65b9\u306e\u4e2d\u5fc3\u306f function_score \u306e\u6e1b\u8870\u95a2\u6570\u3067\u3059\u3002** \u6570\u5024\u30fb\u65e5\u4ed8\u30fb\u4f4d\u7f6e\u306e\u9805\u76ee\u306b\u4f7f\u3048\u3001`origin`\uff08\u76ee\u6a19\u5024\uff09\u304b\u3089\u306e\u8ddd\u96e2\u3067\u70b9\u6570\u3092\u4e0b\u3052\u307e\u3059\u3002`offset` \u306e\u5185\u5074\u306f\u6e80\u70b9\u306e1\u3001`offset` \u3068 `scale` \u3092\u8db3\u3057\u305f\u8ddd\u96e2\u3067 `decay`\uff08\u65e2\u5b9a0.5\uff09\u306e\u70b9\u6570\u306b\u306a\u308a\u307e\u3059\u3002\u66f2\u7dda\u306f\u30ac\u30a6\u30b9\u30fb\u6307\u6570\u30fb\u7dda\u5f62\u306e3\u3064\u3067\u3001**\u8907\u6570\u306e\u95a2\u6570\u306e\u70b9\u6570\u306f `score_mode` \u3067\u639b\u3051\u5408\u308f\u305b\uff08\u65e2\u5b9a\uff09\u30fb\u5408\u8a08\u30fb\u5e73\u5747\u306a\u3069\u304b\u3089\u9078\u3079\u3001`weight` \u3067\u7269\u6027\u3054\u3068\u306e\u91cd\u307f\u3092\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002**\n\n**\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002** \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u306f\u6700\u4e0a\u4f4d\u306e\u30af\u30a8\u30ea\u3068\u3057\u3066\u8a2d\u8a08\u3055\u308c\u3066\u3044\u3066\u3001**function_score \u306e\u4e2d\u306b\u5165\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002** \u5165\u308c\u308b\u3068\u5b9f\u884c\u6642\u306e\u30a8\u30e9\u30fc\u306b\u306a\u308b\u304b\u3001\u6b63\u898f\u5316\u306e\u51e6\u7406\u304c\u9ed9\u3063\u3066\u98db\u3070\u3055\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u516c\u5f0f\u306f\u4ee3\u308f\u308a\u306b `bool` \u306e `should` \u306b\u66f8\u304d\u63db\u3048\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002**\u672c\u8a18\u4e8b\u306f\u5024\u306e\u8fd1\u3055\u304c\u4e3b\u5f79\u306a\u306e\u3067\u3001`bool` \u3067\u7d5e\u308a\u8fbc\u307f\u3068\u672c\u6587\u306e\u4e00\u81f4\u3092\u66f8\u304d\u3001\u305d\u306e\u5916\u5074\u3092 function_score \u3067\u5305\u307f\u307e\u3059\u3002**\n\n**\u672c\u6587\u306e\u691c\u7d22\u306b\u306f\u3001\u65e5\u672c\u8a9e\u306e\u5f62\u614b\u7d20\u89e3\u6790\uff08kuromoji\uff09\u3092\u4f7f\u3044\u307e\u3059\u3002** Amazon OpenSearch Service \u306e\u5bfe\u5fdc\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u4e00\u89a7\u306b\u3001Japanese (kuromoji) Analysis \u304c\u8f09\u3063\u3066\u3044\u307e\u3059\u3002\u6240\u898b\u3084\u7528\u9014\u306e\u6b04\u306e\u300c\u8010\u52a0\u6c34\u5206\u89e3\u300d\u300c\u30a6\u30a7\u30eb\u30c9\u5f37\u5ea6\u300d\u306e\u3088\u3046\u306a\u8a00\u8449\u3067\u3001\u70b9\u6570\u3092\u5c11\u3057\u8db3\u3059\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u7814\u7a76\u54e1\u304c\u4f9d\u983c\u306e\u672c\u6587\u3092\u691c\u7d22\u753b\u9762\u306b\u8cbc\u308a\u3001\u300c\u8fd1\u3044\u6750\u6599\u3092\u63a2\u3059\u300d\u3092\u62bc\u3057\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u4f9d\u983c\u306b\u306f\u3001\u7269\u6027\u306e\u76ee\u6a19\u5024\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3082\u306e\uff08\u300c\u3053\u306e\u90e8\u54c1\u306b\u5408\u3046\u6750\u6599\u3092\u300d\uff09\u3082\u6df7\u3056\u308a\u307e\u3059\u3002**\u76ee\u6a19\u5024\u304c1\u3064\u3082\u53d6\u308a\u51fa\u305b\u306a\u3044\u4f9d\u983c\u306f\u3001\u691c\u7d22\u306b\u9032\u307e\u305a\u306b\u300c\u76ee\u6a19\u5024\u306a\u3057\u300d\u3068\u8fd4\u3057\u307e\u3059\u3002**\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u8a66\u9a13\u5831\u544a\u66f8\u306e\u4fdd\u5b58\u3067\u3059\u3002** \u5831\u544a\u66f8\u3092\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u6c7a\u307e\u3063\u305f\u5834\u6240\u306b\u4fdd\u5b58\u3057\u3001\u627f\u8a8d\u306e\u5370\u304c\u4ed8\u3044\u305f\u3068\u304d\u306b\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002**\u4e0b\u66f8\u304d\u306e\u6bb5\u968e\u306e\u5831\u544a\u66f8\u306f\u5165\u308c\u307e\u305b\u3093\u3002** \u5024\u304c\u5f8c\u304b\u3089\u76f4\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002\n\n**\u53d6\u308a\u8fbc\u307f\u306f\u5831\u544a\u66f8\u306e\u7248\u3054\u3068\u306b\u884c\u3044\u307e\u3059\u3002** \u627f\u8a8d\u306e\u5f8c\u306b\u8aa4\u8a18\u3092\u76f4\u3057\u305f\u7248\u304c\u51fa\u305f\u3089\u3001\u540c\u3058\u5831\u544a\u66f8\u756a\u53f7\u306e\u53e4\u3044\u8a66\u9a13\u7d50\u679c\u3092\u6d88\u3057\u3066\u304b\u3089\u5165\u308c\u76f4\u3057\u307e\u3059\u3002**\u53e4\u3044\u7248\u306e\u5024\u304c\u6b8b\u308b\u3068\u3001\u540c\u3058\u8a66\u6599\u306e\u5024\u304c2\u3064\u4e26\u3073\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u4f9d\u983c\u306e\u672c\u6587 | \u7269\u6027\u306e\u76ee\u6a19\u5024\u3068\u8a31\u5bb9\u306e\u5e45\u3001\u6e2c\u308b\u6761\u4ef6\u3001\u5fc5\u9808\u306e\u533a\u5206\u3001\u7528\u9014 | \u691c\u7d22\u753b\u9762 |\n| \u8a66\u9a13\u7d50\u679c\u306e\u6587\u66f8 | \u5831\u544a\u66f8\u756a\u53f7\u30fb\u8a66\u6599\u756a\u53f7\u30fb\u914d\u5408\u756a\u53f7\u30fb\u914d\u5408\u306e\u7cfb\u5217\u3001\u7269\u6027\u306e\u5024\uff08\u6570\u5024\u3068\u5358\u4f4d\uff09\u3001\u8a66\u9a13\u306e\u898f\u683c\u30fb\u8377\u91cd\u30fb\u8a66\u9a13\u901f\u5ea6\u30fb\u72b6\u614b\u8abf\u7bc0\u30fb\u8a66\u9a13\u7247\u306e\u539a\u3055\u30fb\u8a66\u9a13\u6e29\u5ea6 | \u8a66\u9a13\u7d50\u679c\u306e\u7d22\u5f15\uff08OpenSearch\uff09 |\n| \u8a66\u6599\u306e\u72b6\u614b | \u63a1\u7528\u30fb\u4e0d\u63a1\u7528\u30fb\u958b\u767a\u4e2d\u306e\u533a\u5206\u3001\u4e0d\u63a1\u7528\u306e\u7406\u7531 | \u5831\u544a\u66f8\u306e\u7d50\u8ad6\u306e\u6b04\u304b\u3089\u53d6\u308a\u51fa\u3059 |\n| \u6240\u898b | \u5916\u89b3\u30fb\u6210\u5f62\u6027\u30fb\u3070\u3089\u3064\u304d\u306a\u3069\u3001\u5024\u4ee5\u5916\u306e\u8a18\u8ff0 | \u5831\u544a\u66f8\u306e\u672c\u6587\u304b\u3089\u53d6\u308a\u51fa\u3059 |\n| \u914d\u5408\u306e\u7cfb\u5217 | \u30d9\u30fc\u30b9\u6a39\u8102\u30fb\u5f37\u5316\u6750\u30fb\u96e3\u71c3\u5264\u306e\u7cfb\u7d71 | \u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u30012\u884c\u76ee\u306e\u8a66\u9a13\u6761\u4ef6\u306e\u9805\u76ee\u3067\u3059\u3002** \u5024\u3060\u3051\u306e\u7d22\u5f15\u306a\u3089\u3001\u30b0\u30ec\u30fc\u30c9\u306e\u4e00\u89a7\u3068\u5927\u5dee\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\u6761\u4ef6\u304c\u9805\u76ee\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3089\u3001\u6bd4\u3079\u3066\u3088\u3044\u304b\u3092\u898f\u5247\u3067\u898b\u3089\u308c\u307e\u3059\u3002**\n\n**3\u884c\u76ee\u306e\u4e0d\u63a1\u7528\u306e\u7406\u7531\u3082\u3001\u5fc5\u305a\u6301\u305f\u305b\u307e\u3059\u3002** \u4e0d\u63a1\u7528\u306b\u306a\u3063\u305f\u914d\u5408\u306e\u4e2d\u306b\u3001\u4eca\u56de\u306e\u4f9d\u983c\u306b\u8fd1\u3044\u5024\u3092\u51fa\u3057\u305f\u3082\u306e\u304c\u3042\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u4e0d\u63a1\u7528\u306e\u7406\u7531\u304c\u300c\u30b3\u30b9\u30c8\u304c\u5408\u308f\u306a\u3044\u300d\u306a\u306e\u304b\u300c\u6210\u5f62\u3067\u5272\u308c\u305f\u300d\u306a\u306e\u304b\u3067\u3001\u4f7f\u3048\u308b\u304b\u3069\u3046\u304b\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u5024\u306e\u8fd1\u3044\u8a66\u9a13\u7d50\u679c | \u8a66\u9a13\u7d50\u679c\u306e\u7d22\u5f15 | `bool` \u306e\u7d5e\u308a\u8fbc\u307f\u3068\u672c\u6587\u306e\u4e00\u81f4\u3092 function_score \u3067\u5305\u307f\u3001\u7269\u6027\u3054\u3068\u306e `gauss` \u3067\u4e26\u3079\u308b |\n| \u7cfb\u5217\u3054\u3068\u306e\u4ee3\u8868 | \u540c\u3058\u554f\u3044\u5408\u308f\u305b | `collapse` \u3092\u914d\u5408\u306e\u7cfb\u5217\u306e\u9805\u76ee\u306b\u304b\u3051\u3001`inner_hits` \u3067\u7cfb\u5217\u5185\u306e\u4ed6\u306e\u8a66\u6599\u30923\u4ef6\u307e\u3067\u6dfb\u3048\u308b |\n| \u5831\u544a\u66f8\u306e\u5199\u3057 | S3 | \u4e0a\u4f4d\u306e\u8a66\u9a13\u7d50\u679c\u306e\u5831\u544a\u66f8\u756a\u53f7\u304b\u3089\u5199\u3057\u3078\u306e\u30ea\u30f3\u30af |\n| \u914d\u5408\u306e\u8a73\u7d30 | \u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u6a29\u9650\u306e\u3042\u308b\u7814\u7a76\u54e1\u304c\u753b\u9762\u304b\u3089\u958b\u304f |\n\n\u691c\u7d22\u306e\u5f62\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST \/test-results\/_search\n{\n  \"size\": 10,\n  \"query\": {\n    \"function_score\": {\n      \"query\": {\n        \"bool\": {\n          \"filter\": [\n            { \"exists\": { \"field\": \"hdt_c\" } },\n            { \"exists\": { \"field\": \"flex_modulus_gpa\" } },\n            { \"term\": { \"hdt_load_mpa\": 1.80 } },\n            { \"term\": { \"flame_class\": \"V-0\" } },\n            { \"range\": { \"flame_thickness_mm\": { \"lte\": 1.5 } } }\n          ],\n          \"should\": [\n            { \"match\": { \"notes\": \"\u8010\u71b1 \u525b\u6027 \u8584\u8089\" } }\n          ]\n        }\n      },\n      \"functions\": [\n        { \"gauss\": { \"hdt_c\": { \"origin\": 125, \"offset\": 5, \"scale\": 15 } }, \"weight\": 2 },\n        { \"gauss\": { \"flex_modulus_gpa\": { \"origin\": 3.0, \"offset\": 0.2, \"scale\": 0.6 } }, \"weight\": 2 },\n        { \"gauss\": { \"specific_gravity\": { \"origin\": 1.35, \"offset\": 0.05, \"scale\": 0.1 } }, \"weight\": 1 }\n      ],\n      \"score_mode\": \"avg\",\n      \"boost_mode\": \"sum\"\n    }\n  },\n  \"collapse\": {\n    \"field\": \"series_id\",\n    \"inner_hits\": { \"name\": \"same_series\", \"size\": 3 }\n  }\n}\n```\n\n**`exists` \u306e\u7d5e\u308a\u8fbc\u307f\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6e1b\u8870\u95a2\u6570\u306f\u3001**\u9805\u76ee\u304c\u7121\u3044\u6587\u66f8\u306b\u6e80\u70b9\u306e1\u3092\u8fd4\u3057\u307e\u3059\u3002** \u8377\u91cd\u305f\u308f\u307f\u6e29\u5ea6\u3092\u6e2c\u3063\u3066\u3044\u306a\u3044\u8a66\u6599\u304c\u3001\u6e2c\u3063\u305f\u8a66\u6599\u3088\u308a\u4e0a\u306b\u4e26\u3076\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u76ee\u6a19\u5024\u306e\u3042\u308b\u7269\u6027\u306f\u3001\u5024\u3092\u6301\u3064\u6587\u66f8\u3060\u3051\u306b\u7d5e\u308a\u307e\u3059\u3002\n\n**`offset` \u306b\u306f\u4f9d\u983c\u306e\u8a31\u5bb9\u306e\u5e45\u3092\u5165\u308c\u307e\u3059\u3002** \u300c3GPa\u524d\u5f8c\u300d\u3092\u00b10.2GPa\u3068\u8aad\u3093\u3060\u306a\u3089\u3001\u305d\u306e\u7bc4\u56f2\u306f\u6e80\u70b9\u3067\u3059\u3002**`scale` \u306f\u305d\u306e\u5916\u5074\u3067\u3069\u308c\u3060\u3051\u65e9\u304f\u70b9\u6570\u3092\u4e0b\u3052\u308b\u304b\u3067\u3001\u7269\u6027\u3054\u3068\u306b\u7814\u7a76\u6240\u3067\u6c7a\u3081\u307e\u3059\u3002** \u300c120\u2103\u4ee5\u4e0a\u300d\u306e\u3088\u3046\u306a\u7247\u5074\u306e\u76ee\u6a19\u306f\u3001`range` \u306e\u7d5e\u308a\u8fbc\u307f\u3067\u4e0b\u9650\u3092\u5207\u308a\u3001\u8fd1\u3055\u306f\u76ee\u6a19\u5024\u306e\u5c11\u3057\u4e0a\u3092 `origin` \u306b\u3057\u3066\u898b\u307e\u3059\u3002\n\n\u8a66\u9a13\u7d50\u679c\u306e\u7d22\u5f15\u306e1\u4ef6\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"report_id\": \"TR-2019-0412\",\n  \"report_version\": 2,\n  \"sample_id\": \"S-07\",\n  \"formulation_id\": \"F-PBT-GF30-118\",\n  \"series_id\": \"PBT-GF-FR-BR\",\n  \"status\": \"rejected\",\n  \"reject_reason\": \"\u6210\u5f62\u6642\u306e\u30ac\u30b9\u767a\u751f\u304c\u591a\u3044\",\n  \"hdt_c\": 205,\n  \"hdt_load_mpa\": 1.80,\n  \"flex_modulus_gpa\": 9.1,\n  \"flex_std\": \"ISO 178\",\n  \"conditioning\": \"dry\",\n  \"flame_class\": \"V-0\",\n  \"flame_thickness_mm\": 0.8,\n  \"specific_gravity\": 1.62,\n  \"raw_values\": { \"flex_modulus\": \"9.1\u00d710\u00b3 MPa\" },\n  \"notes\": \"\",\n  \"tested_on\": \"2019-06-18\",\n  \"access_group\": \"rd_materials\"\n}\n```\n\n### \u524d\u51e6\u7406\n\n1. **\u8a66\u9a131\u4ef6\u305a\u3064\u3078\u306e\u5206\u5272** \u2026 \u5831\u544a\u66f8\u306e\u8a66\u6599\u3068\u8a66\u9a13\u306e\u8868\u3092\u3001\u8a66\u6599\u3054\u3068\u306e\u6587\u66f8\u306b\u5206\u3051\u307e\u3059\n2. **\u5024\u3068\u6761\u4ef6\u306e\u53d6\u308a\u51fa\u3057** \u2026 Claude API \u306b\u5831\u544a\u66f8\u306e\u672c\u6587\u3068\u8868\u3092\u6e21\u3057\u3001\u7269\u6027\u306e\u5024\u30fb\u5358\u4f4d\u30fb\u6761\u4ef6\u3092\u69cb\u9020\u5316\u51fa\u529b\u3067\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\u5024\u306f\u539f\u6587\u306e\u6587\u5b57\u5217\u3082 `raw_values` \u306b\u6b8b\u3057\u307e\u3059**\n3. **\u5358\u4f4d\u306e\u63db\u7b97** \u2026 kgf\/cm\u00b2 \u3092 MPa \u306b\u3001\u300c\u00d710\u00b3 MPa\u300d\u3092 GPa \u306b\u305d\u308d\u3048\u308b\u63db\u7b97\u306f**\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059**\n4. **\u7bc4\u56f2\u306e\u78ba\u8a8d** \u2026 \u7269\u6027\u3054\u3068\u306b\u3042\u308a\u3046\u308b\u7bc4\u56f2\u3092\u6c7a\u3081\u3001\u5916\u308c\u305f\u5024\u306f\u53d6\u308a\u8fbc\u307e\u305a\u306b\u78ba\u8a8d\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u307e\u3059\n5. **\u6761\u4ef6\u306e\u533a\u5206\u3078\u306e\u305d\u308d\u3048** \u2026 \u300c\u7d76\u4e7e\u300d\u300c\u4e7e\u71e5\u72b6\u614b\u300d\u300cDAM\u300d\u3092 `dry`\u3001\u300c23\u210350%RH \u8abf\u6e7f\u300d\u3092 `conditioned` \u306e\u3088\u3046\u306b\u533a\u5206\u306b\u305d\u308d\u3048\u307e\u3059\n6. **\u914d\u5408\u306e\u7cfb\u5217\u306e\u4ed8\u4e0e** \u2026 \u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u3001\u914d\u5408\u756a\u53f7\u3067\u7cfb\u5217\u3092\u5f15\u3044\u3066\u4ed8\u3051\u307e\u3059\n\n**3\u756a\u76ee\u30684\u756a\u76ee\u3092AI\u306b\u4efb\u305b\u306a\u3044\u306e\u306f\u3001\u69cb\u9020\u5316\u51fa\u529b\u306e\u5236\u7d04\u306e\u305f\u3081\u3067\u3082\u3042\u308a\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u306f\u3001JSON \u30b9\u30ad\u30fc\u30de\u306e `minimum`\u30fb`maximum` \u306e\u3088\u3046\u306a\u6570\u5024\u306e\u5236\u7d04\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002**\u30b9\u30ad\u30fc\u30de\u3067\u7bc4\u56f2\u3092\u7e1b\u308c\u306a\u3044\u306e\u3067\u3001\u7bc4\u56f2\u306e\u78ba\u8a8d\u306f\u53d6\u308a\u8fbc\u307f\u306e\u51e6\u7406\u3067\u884c\u3044\u307e\u3059\u3002** \u63db\u7b97\u3082AI\u306b\u3055\u305b\u308b\u3068\u3001\u6841\u30921\u3064\u53d6\u308a\u9055\u3048\u305f\u5024\u304c\u7d22\u5f15\u306b\u5165\u308a\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f3\u3064\u3067\u3059\u3002\u5831\u544a\u66f8\u304b\u3089\u5024\u3068\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3001\u4f9d\u983c\u304b\u3089\u76ee\u6a19\u5024\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3001\u691c\u7d22\u306e\u7d50\u679c\u3092\u5019\u88dc\u3054\u3068\u306e\u8aac\u660e\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u5831\u544a\u66f8\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057 | \u8a66\u6599\u3054\u3068\u306e\u7269\u6027\u306e\u5024\u3068\u5358\u4f4d\u3001\u8a66\u9a13\u306e\u898f\u683c\u30fb\u8377\u91cd\u30fb\u72b6\u614b\u8abf\u7bc0\u30fb\u8a66\u9a13\u7247\u306e\u539a\u3055\u3001\u7d50\u8ad6\u306e\u533a\u5206\u3068\u7406\u7531 |\n| \u4f9d\u983c\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057 | \u7269\u6027\u3054\u3068\u306e\u76ee\u6a19\u5024\u30fb\u8a31\u5bb9\u306e\u5e45\u30fb\u7247\u5074\u304b\u4e21\u5074\u304b\u30fb\u6e2c\u308b\u6761\u4ef6\u3001\u5fc5\u9808\u306e\u533a\u5206\u3001\u7528\u9014\u306e\u8a00\u8449 |\n| \u5019\u88dc\u306e\u8aac\u660e | \u5024\u3068\u76ee\u6a19\u5024\u306e\u5dee\u3001\u6761\u4ef6\u306e\u7167\u5408\u3067\u4ed8\u3044\u305f\u5370\u306e\u610f\u5473\u3001\u6240\u898b\u3068\u4e0d\u63a1\u7528\u306e\u7406\u7531\u306e\u8981\u70b9 |\n| \u6839\u62e0\u306e\u4ed8\u4e0e | \u8aac\u660e\u3054\u3068\u306b\u5831\u544a\u66f8\u756a\u53f7\u3068\u8a66\u6599\u756a\u53f7 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5019\u88dc\u306e\u63a1\u5426\u30fb\u8a66\u4f5c\u306e\u8981\u5426\u306e\u5224\u65ad | \u7814\u7a76\u54e1\u3068\u8ab2\u9577\u304c\u5831\u544a\u66f8\u3092\u8aad\u3093\u3067\u6c7a\u3081\u308b |\n| \u5358\u4f4d\u306e\u63db\u7b97\u30fb\u5024\u306e\u88dc\u6b63 | \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046\u3002AI\u306e\u63db\u7b97\u306f\u6841\u306e\u8aa4\u308a\u304c\u6b8b\u308b |\n| \u6761\u4ef6\u304c\u9055\u3046\u5024\u306e\u8aad\u307f\u66ff\u3048 | \u300c\u8377\u91cd\u304c\u9055\u3046\u306e\u3067\u25cb\u2103\u304f\u3089\u3044\u300d\u306e\u3088\u3046\u306a\u63a8\u5b9a\u3092\u66f8\u304b\u305b\u306a\u3044 |\n| \u6761\u4ef6\u306e\u7167\u5408 | \u9805\u76ee\u306e\u6bd4\u8f03\u3067\u898f\u5247\u304c\u6c7a\u3081\u308b |\n| \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u6750\u6599\u306e\u63d0\u6848 | \u7d50\u679c\u306b\u7121\u3044\u5831\u544a\u66f8\u756a\u53f7\u3092\u793a\u3055\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u8377\u91cd\u306e\u6761\u4ef6\u304c\u9055\u3046\u8377\u91cd\u305f\u308f\u307f\u6e29\u5ea6\u3092\u6e21\u3059\u3068\u3001AI\u306f\u89aa\u5207\u306b\u300c\u4f9d\u983c\u306e\u6761\u4ef6\u306b\u76f4\u3059\u3068\u300d\u3068\u8aad\u307f\u66ff\u3048\u307e\u3059\u3002**\u8aad\u307f\u66ff\u3048\u305f\u5024\u306f\u3001\u3069\u3053\u306b\u3082\u6e2c\u3063\u305f\u8a18\u9332\u304c\u3042\u308a\u307e\u305b\u3093\u3002** \u6761\u4ef6\u304c\u9055\u3046\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3092\u66f8\u304b\u305b\u307e\u3059\u3002\n\n\u6761\u4ef6\u306e\u7167\u5408\u306f\u3001\u6b21\u306e\u898f\u5247\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3044\u307e\u3059\u3002\n\n| \u7167\u3089\u3059\u9805\u76ee | \u4f9d\u983c\u3068\u9055\u3046\u3068\u304d\u306e\u5370 |\n|:--|:--|\n| \u8377\u91cd\u305f\u308f\u307f\u6e29\u5ea6\u306e\u8377\u91cd | `load_mismatch`\u3002**\u6bd4\u8f03\u306e\u5bfe\u8c61\u304b\u3089\u5916\u3055\u305a\u3001\u5225\u306e\u6bb5\u306b\u8868\u793a\u3059\u308b** |\n| \u72b6\u614b\u8abf\u7bc0\uff08\u4e7e\u71e5\u30fb\u8abf\u6e7f\uff09 | `conditioning_mismatch`\u3002\u5438\u6c34\u3059\u308b\u6a39\u8102\u306e\u525b\u6027\u30fb\u885d\u6483\u306e\u5024\u306b\u4ed8\u3051\u308b |\n| \u96e3\u71c3\u6027\u306e\u8a66\u9a13\u7247\u306e\u539a\u3055 | \u4f9d\u983c\u3088\u308a\u539a\u3044\u8a66\u9a13\u7247\u306e\u533a\u5206\u306a\u3089 `thickness_mismatch` |\n| \u8a66\u9a13\u306e\u898f\u683c | \u898f\u683c\u304c\u9055\u3048\u3070 `std_mismatch` |\n| \u6e2c\u3063\u305f\u5e74 | 10\u5e74\u3088\u308a\u524d\u306a\u3089 `old_data`\u3002\u539f\u6599\u306e\u5909\u66f4\u3092\u78ba\u304b\u3081\u308b |\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u6a39\u8102\u6750\u6599\u306e\u7814\u7a76\u6240\u3067\u3001\u7814\u7a76\u54e1\u304c\u8fd1\u3044\u6750\u6599\u3092\u63a2\u3059\u306e\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u8a66\u9a13\u7d50\u679c\u3092\u3001\u5019\u88dc\u3054\u3068\u306b\u8aad\u307f\u3084\u3059\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u3069\u306e\u6750\u6599\u3092\u4f7f\u3046\u304b\u3001\u4ed5\u69d8\u3092\u6e80\u305f\u3059\u304b\u3092\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6c7a\u3081\u308b\u306e\u306f\u7814\u7a76\u54e1\u3067\u3059\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u4f9d\u983c\u306e\u76ee\u6a19\u5024\u3068\u3001\u5404\u5019\u88dc\u306e\u8a66\u9a13\u7d50\u679c\u306e\u5024\u3092\u4e26\u3079\u3001\u5dee\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n   \u5dee\u306e\u8a08\u7b97\u306f\u6e21\u3055\u308c\u305f diff \u306e\u5024\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n2. \u6761\u4ef6\u306e\u7167\u5408\u3067\u4ed8\u3044\u305f\u5370\uff08load_mismatch \u306a\u3069\uff09\u3092\u3001\u610f\u5473\u306e\u5206\u304b\u308b\u6587\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u6240\u898b\u3068\u4e0d\u63a1\u7528\u306e\u7406\u7531\u304c\u3042\u308c\u3070\u3001\u8981\u70b9\u30921\u301c2\u6587\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u8aac\u660e\u3054\u3068\u306b\u3001\u6839\u62e0\u306e\u5831\u544a\u66f8\u756a\u53f7\u3068\u8a66\u6599\u756a\u53f7\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6761\u4ef6\u304c\u9055\u3046\u5024\u3092\u3001\u4f9d\u983c\u306e\u6761\u4ef6\u306e\u5024\u306b\u8aad\u307f\u66ff\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u6761\u4ef6\u304c\u9055\u3046\u305f\u3081\u3001\u305d\u306e\u307e\u307e\u6bd4\u3079\u3089\u308c\u306a\u3044\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5024\u3092\u81ea\u5206\u3067\u8a08\u7b97\u30fb\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6e21\u3055\u308c\u305f\u5024\u3068\u5358\u4f4d\u3092\u305d\u306e\u307e\u307e\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5370\u304c\u4ed8\u3044\u3066\u3044\u306a\u3044\u6761\u4ef6\u306b\u3064\u3044\u3066\u3001\u9055\u3044\u304c\u3042\u308b\u3068\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u5831\u544a\u66f8\u756a\u53f7\u30fb\u6750\u6599\u540d\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4e0d\u63a1\u7528\u306e\u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u300c\u8a18\u8f09\u306a\u3057\u300d\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u300c\u3053\u306e\u6750\u6599\u306a\u3089\u6e80\u305f\u305b\u308b\u300d\u300c\u8a66\u4f5c\u3092\u52e7\u3081\u308b\u300d\u306e\u3088\u3046\u306a\u5224\u65ad\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f9d\u983c\u306e\u76ee\u6a19\u5024\u3068\u6761\u4ef6\u3011{targets}\n\u3010\u5019\u88dc\uff08\u7cfb\u5217\u3054\u3068\u306e\u4ee3\u8868\u3068\u7cfb\u5217\u5185\u306e\u8a66\u6599\uff09\u3011{candidates}\n\u3010\u6761\u4ef6\u306e\u7167\u5408\u306e\u7d50\u679c\u3011{condition_flags}\n```\n\n**\u300c\u8aad\u307f\u66ff\u3048\u306a\u3044\u300d\u30922\u304b\u6240\u306b\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u30011\u304b\u6240\u3060\u3068\u6b8b\u308b\u304b\u3089\u3067\u3059\u3002** \u5370\u306e\u610f\u5473\u3092\u8aac\u660e\u3055\u305b\u308b\u3068\u3001\u305d\u306e\u6d41\u308c\u3067\u300c\u306a\u304a\u3001\u4f9d\u983c\u306e\u8377\u91cd\u3067\u6e2c\u308c\u3070\u300d\u3068\u7d9a\u3051\u307e\u3059\u3002**\u8aad\u307f\u66ff\u3048\u3092\u7981\u3058\u308b\u6587\u3068\u3001\u66f8\u3044\u3066\u3088\u3044\u6587\u306e\u4e21\u65b9\u3092\u793a\u3057\u307e\u3059\u3002**\n\n**\u5dee\u306e\u8a08\u7b97\u3092\u6e21\u3057\u3066\u3044\u308b\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u76ee\u6a19\u5024\u3068\u5b9f\u6e2c\u5024\u306e\u5dee\u306f\u3001\u691c\u7d22\u306e\u3042\u3068\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u51fa\u3057\u3066 `diff` \u306b\u5165\u308c\u307e\u3059\u3002**AI\u304c\u5dee\u3092\u8a08\u7b97\u3059\u308b\u3068\u3001\u5358\u4f4d\u306e\u9055\u3046\u5024\u3069\u3046\u3057\u3092\u5f15\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"candidates\": [\n    {\n      \"series_id\": \"\",\n      \"report_id\": \"\",\n      \"sample_id\": \"\",\n      \"status\": \"adopted | rejected | in_development\",\n      \"properties\": [\n        { \"name\": \"\", \"value\": \"\", \"unit\": \"\", \"target\": \"\", \"diff\": \"\",\n          \"flags\": [], \"comparable\": \"yes | no\" }\n      ],\n      \"explanation\": \"\",\n      \"reject_reason\": \"\",\n      \"other_samples_in_series\": []\n    }\n  ],\n  \"no_match_properties\": [],\n  \"check_with\": []\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`report_id` \u3068 `sample_id` \u3092\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u3066\u304d\u305f\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u3001**\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u78ba\u304b\u3081\u307e\u3059\u3002** \u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5019\u88dc\u306f\u8868\u793a\u3057\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001`comparable` \u3092\u7269\u6027\u3054\u3068\u306b\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** \u6761\u4ef6\u306e\u7167\u5408\u3067\u5370\u304c\u4ed8\u3044\u305f\u7269\u6027\u306f `no` \u306b\u3057\u3001**\u753b\u9762\u3067\u306f\u5024\u3092\u7070\u8272\u306b\u3057\u3066\u3001\u6bd4\u3079\u3089\u308c\u306a\u3044\u5024\u3067\u3042\u308b\u3053\u3068\u304c\u4e00\u76ee\u3067\u5206\u304b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002** `comparable` \u306e\u5024\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u3001AI\u306e\u51fa\u529b\u3067\u4e0a\u66f8\u304d\u3057\u307e\u305b\u3093\u3002\n\n**3\u3064\u76ee\u306f\u3001`no_match_properties` \u3067\u5c4a\u304b\u306a\u3044\u7269\u6027\u304c\u5206\u304b\u308b\u3053\u3068\u3067\u3059\u3002** \u3069\u306e\u5019\u88dc\u3067\u3082\u76ee\u6a19\u5024\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u308b\u7269\u6027\u304c\u3042\u308c\u3070\u3001\u3053\u3053\u306b\u4e26\u3079\u307e\u3059\u3002**\u914d\u5408\u3092\u5909\u3048\u308b\u691c\u8a0e\u304c\u8981\u308b\u7269\u6027\u3092\u3001\u7814\u7a76\u54e1\u304c\u6700\u521d\u306b\u898b\u3089\u308c\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u691c\u7d22\u753b\u9762 | \u793e\u5185\u306eWeb\u753b\u9762 | \u4f9d\u983c\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u76ee\u6a19\u5024\u306e\u78ba\u8a8d\u3001\u5019\u88dc\u3068\u6839\u62e0\u306e\u8868\u793a |\n| Claude API | Messages API \u306e\u69cb\u9020\u5316\u51fa\u529b | \u5831\u544a\u66f8\u30fb\u4f9d\u983c\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057\u3001\u5019\u88dc\u306e\u8aac\u660e |\n| Amazon OpenSearch Service | `_search`\uff08function_score\u3001collapse\uff09 | \u5024\u306e\u8fd1\u3044\u8a66\u9a13\u7d50\u679c |\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0 | \u627f\u8a8d\u306e\u5370\u3067 Lambda \u3092\u8d77\u52d5 | \u5831\u544a\u66f8\u306e\u53d6\u308a\u8fbc\u307f |\n| \u914d\u5408\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057 | \u914d\u5408\u756a\u53f7\u3068\u7cfb\u5217 |\n| S3 | \u5831\u544a\u66f8\u306e\u5199\u3057\u306e\u4fdd\u7ba1 | \u4e0a\u4f4d\u306e\u5831\u544a\u66f8\u3078\u306e\u30ea\u30f3\u30af |\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u76ee\u6a19\u5024\u3092\u78ba\u304b\u3081\u308b** \u2026 \u691c\u7d22\u306e\u524d\u306b\u3001\u53d6\u308a\u51fa\u3055\u308c\u305f\u76ee\u6a19\u5024\u30fb\u5e45\u30fb\u6761\u4ef6\u3092\u898b\u307e\u3059\u3002**\u8377\u91cd\u3084\u539a\u3055\u304c\u4f9d\u983c\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u55b6\u696d\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u691c\u7d22\u3057\u307e\u3059**\n2. **\u4e0a\u4f4d\u306e\u5831\u544a\u66f8\u3092\u958b\u304f** \u2026 \u5c11\u306a\u304f\u3068\u3082\u4e0a\u4f4d3\u4ef6\u306f\u5831\u544a\u66f8\u3092\u958b\u304d\u3001\u8a66\u6599\u306e\u4f5c\u308a\u65b9\u3068\u6240\u898b\u3092\u8aad\u307f\u307e\u3059\n3. **`comparable` \u304c `no` \u306e\u5024\u3092\u6271\u3044\u306b\u6ce8\u610f\u3059\u308b** \u2026 \u6761\u4ef6\u306e\u9055\u3046\u5024\u3067\u7b54\u3048\u308b\u3068\u304d\u306f\u3001\u6761\u4ef6\u3092\u6dfb\u3048\u3066\u8fd4\u3057\u307e\u3059\n4. **\u4e0d\u63a1\u7528\u306e\u7406\u7531\u3092\u78ba\u304b\u3081\u308b** \u2026 \u4e0d\u63a1\u7528\u306e\u8a66\u6599\u3092\u5019\u88dc\u306b\u3059\u308b\u306a\u3089\u3001\u7406\u7531\u304c\u4eca\u56de\u306e\u7528\u9014\u3067\u554f\u984c\u306b\u306a\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n5. **\u7b54\u3048\u3092\u8a18\u9332\u3059\u308b** \u2026 \u55b6\u696d\u3078\u8fd4\u3057\u305f\u5185\u5bb9\u3068\u3001\u4f7f\u3063\u305f\u5831\u544a\u66f8\u756a\u53f7\u3092\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aac\u660e\u306f\u8981\u7d04\u3067\u3059\u3002**\u540c\u3058\u5024\u3067\u3082\u3001\u8a66\u6599\u304c\u5c04\u51fa\u6210\u5f62\u306e\u8a66\u9a13\u7247\u304b\u62bc\u51fa\u306e\u677f\u304b\u3089\u5207\u308a\u51fa\u3057\u305f\u3082\u306e\u304b\u306f\u3001\u5831\u544a\u66f8\u3092\u8aad\u307e\u306a\u3044\u3068\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef615\u5206\u3067\u3059\u3002** \u76ee\u6a19\u5024\u306e\u78ba\u8a8d\u306b3\u5206\u3001\u4e0a\u4f4d\u306e\u5831\u544a\u66f8\u3092\u8aad\u3080\u306e\u306b8\u5206\u3001\u7b54\u3048\u3092\u307e\u3068\u3081\u308b\u306e\u306b4\u5206\u3068\u3044\u3046\u898b\u8fbc\u307f\u3067\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u4f9d\u983c\u306b\u76ee\u6a19\u5024\u304c\u7121\u3044 | \u691c\u7d22\u306b\u9032\u307e\u305a\u300c\u76ee\u6a19\u5024\u306a\u3057\u300d\u3068\u8fd4\u3059\u3002\u7528\u9014\u306e\u8a00\u8449\u3060\u3051\u3067\u672c\u6587\u3092\u691c\u7d22\u3057\u305f\u7d50\u679c\u3092\u53c2\u8003\u306b\u51fa\u3059 |\n| \u3069\u306e\u5019\u88dc\u3082\u76ee\u6a19\u5024\u304b\u3089\u9060\u3044 | `no_match_properties` \u306b\u4e26\u3079\u3001**\u300c\u8fd1\u3044\u6750\u6599\u306a\u3057\u300d\u3068\u660e\u793a\u3059\u308b** |\n| \u5fc5\u9808\u306e\u533a\u5206\u3067\u7d5e\u308b\u30680\u4ef6 | \u7d5e\u308a\u8fbc\u307f\u30921\u3064\u305a\u3064\u5916\u3057\u305f\u7d50\u679c\u3092\u3001\u5916\u3057\u305f\u6761\u4ef6\u3092\u660e\u8a18\u3057\u3066\u5225\u306b\u51fa\u3059 |\n| \u5831\u544a\u66f8\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u7121\u3044 | \u305d\u306e\u5019\u88dc\u3092\u8868\u793a\u3057\u306a\u3044\u3002\u30ed\u30b0\u306b\u6b8b\u3059 |\n| \u53d6\u308a\u8fbc\u307f\u6642\u306b\u5024\u304c\u7bc4\u56f2\u5916 | \u7d22\u5f15\u306b\u5165\u308c\u305a\u3001\u78ba\u8a8d\u306e\u5f85\u3061\u884c\u5217\u3078\u3002**\u539f\u6587\u306e\u6587\u5b57\u5217\u3092\u6dfb\u3048\u308b** |\n| \u5358\u4f4d\u304c\u8aad\u3081\u306a\u3044 | \u5024\u3092\u5165\u308c\u305a\u3001`raw_values` \u3060\u3051\u3092\u6b8b\u3057\u3066\u78ba\u8a8d\u3078\u56de\u3059 |\n| \u540c\u3058\u5831\u544a\u66f8\u306e\u65b0\u3057\u3044\u7248\u304c\u6765\u305f | \u53e4\u3044\u7248\u306e\u8a66\u9a13\u7d50\u679c\u3092\u6d88\u3057\u3066\u304b\u3089\u5165\u308c\u76f4\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `refusal` \u3084 `max_tokens` \u3067\u7d42\u308f\u308b | \u53d7\u3051\u4ed8\u3051\u305a\u306b\u518d\u5b9f\u884c\u3059\u308b |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u4f9d\u983c\u306e\u672c\u6587\u3068\u3001\u53d6\u308a\u51fa\u3057\u305f\u76ee\u6a19\u5024\u3001**\u7814\u7a76\u54e1\u304c\u76f4\u3057\u305f\u76ee\u6a19\u5024**\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08\u7d5e\u308a\u8fbc\u307f\u3001`origin`\u30fb`offset`\u30fb`scale`\u30fb\u91cd\u307f\uff09\u3068\u3001\u4e0a\u4f4d\u306e\u8a66\u9a13\u7d50\u679c\u3068\u70b9\u6570\n- \u6761\u4ef6\u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u898f\u5247\u306e\u7248\n- Claude API \u306e\u51fa\u529b\u3068\u3001\u4f7f\u3063\u305f\u6307\u793a\u306e\u7248\n- \u8868\u793a\u3057\u306a\u304b\u3063\u305f\u5019\u88dc\u3068\u7406\u7531\n- \u55b6\u696d\u3078\u8fd4\u3057\u305f\u7b54\u3048\u3068\u3001\u6839\u62e0\u306b\u3057\u305f\u5831\u544a\u66f8\u756a\u53f7\n\n**1\u884c\u76ee\u306e\u300c\u76f4\u3057\u305f\u76ee\u6a19\u5024\u300d\u304c\u3001\u6307\u793a\u3092\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u300c\u524d\u5f8c\u300d\u3092\u3069\u308c\u304f\u3089\u3044\u306e\u5e45\u3068\u8aad\u3080\u3079\u304d\u3060\u3063\u305f\u304b\u3001\u8377\u91cd\u306e\u66f8\u304d\u65b9\u3092\u3069\u3046\u8aad\u307f\u9055\u3048\u305f\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u76f4\u3055\u308c\u305f\u7b87\u6240\u304c\u591a\u3044\u8a00\u3044\u56de\u3057\u304b\u3089\u3001\u6307\u793a\u306b\u4f8b\u3092\u8db3\u3057\u307e\u3059\u3002**","minimal_setup":"1. \u904e\u53bb5\u5e74\u306e\u8a66\u9a13\u5831\u544a\u66f8\u304b\u3089\u3001\u3088\u304f\u4f9d\u983c\u304c\u6765\u308b\u7269\u6027\uff08\u8377\u91cd\u305f\u308f\u307f\u6e29\u5ea6\u30fb\u66f2\u3052\u5f3e\u6027\u7387\u30fb\u96e3\u71c3\u6027\u306a\u3069\uff09\u304c\u8f09\u3063\u305f\u3082\u306e\u3092100\u4ef6\u9078\u3076\uff08**\u4e0d\u63a1\u7528\u306e\u8a66\u6599\u304c\u8f09\u3063\u305f\u3082\u306e\u3092\u5fc5\u305a\u542b\u3081\u308b**\uff09\n2. \u8a66\u6599\u3054\u3068\u306b\u3001\u7269\u6027\u306e\u5024\u3068\u8a66\u9a13\u6761\u4ef6\u30921\u884c\u306b\u307e\u3068\u3081\u305f\u8868\u3092\u4f5c\u308b\n3. \u5148\u6708\u306e\u4f9d\u983c\u304b\u308910\u4ef6\u3092\u9078\u3076\n4. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8868\u3068\u4f9d\u983c\u3092\u6e21\u3057\u3001\u300c\u4f9d\u983c\u306e\u76ee\u6a19\u5024\u306b\u8fd1\u3044\u8a66\u6599\u3092\u8868\u304b\u3089\u9078\u3073\u3001\u5024\u306e\u5dee\u3068\u3001\u8a66\u9a13\u6761\u4ef6\u304c\u4f9d\u983c\u3068\u9055\u3046\u70b9\u3092\u5831\u544a\u66f8\u756a\u53f7\u4ed8\u304d\u3067\u4e26\u3079\u3066\u304f\u3060\u3055\u3044\u3002\u6761\u4ef6\u304c\u9055\u3046\u5024\u3092\u8aad\u307f\u66ff\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u51fa\u3066\u304d\u305f\u5019\u88dc\u3092\u3001\u305d\u306e\u3068\u304d\u7814\u7a76\u54e1\u304c\u5b9f\u969b\u306b\u6319\u3052\u305f\u5019\u88dc\u3068\u6bd4\u3079\u308b\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u7814\u7a76\u54e1\u304c\u6319\u3052\u305f\u5019\u88dc\u3068\u3001\u6319\u3052\u306a\u304b\u3063\u305f\u8fd1\u3044\u5019\u88dc\u304c\u51fa\u305f | **\u7d22\u5f15\u3068\u6e1b\u8870\u95a2\u6570\u306e\u4ed5\u7d44\u307f\u3065\u304f\u308a\u306b\u9032\u3080** |\n| \u6761\u4ef6\u306e\u9055\u3046\u5024\u3092\u8aad\u307f\u66ff\u3048\u3066\u4e26\u3079\u305f | \u6307\u793a\u3068\u6761\u4ef6\u306e\u7167\u5408\u306e\u898f\u5247\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u8868\u306e\u6761\u4ef6\u306e\u6b04\u304c\u7a7a\u3067\u6bd4\u3079\u3089\u308c\u306a\u3044 | **\u5831\u544a\u66f8\u306e\u66f8\u5f0f\u3068\u53d6\u308a\u51fa\u3057\u306e\u898b\u76f4\u3057\u304c\u5148** |\n\n**3\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u305d\u308c\u306f\u5931\u6557\u3067\u306f\u306a\u304f\u3001**\u5831\u544a\u66f8\u306b\u6761\u4ef6\u3092\u66f8\u304f\u7fd2\u6163\u304c\u305d\u308d\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u304c\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**\n\n**\u8a66\u3059\u3068\u304d\u306f\u3001\u30d9\u30c6\u30e9\u30f3\u3068\u82e5\u624b\u306e\u4e21\u65b9\u306b\u5019\u88dc\u3092\u898b\u3066\u3082\u3089\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u30d9\u30c6\u30e9\u30f3\u304c\u300c\u3053\u306e\u7cfb\u5217\u304c\u629c\u3051\u3066\u3044\u308b\u300d\u3068\u8a00\u3048\u3070\u3001\u305d\u306e\u7cfb\u5217\u306e\u5831\u544a\u66f8\u306e\u53d6\u308a\u51fa\u3057\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002\u82e5\u624b\u304c\u300c\u3053\u306e\u5019\u88dc\u306f\u77e5\u3089\u306a\u304b\u3063\u305f\u300d\u3068\u8a00\u3048\u308b\u4ef6\u6570\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u4fa1\u5024\u3067\u3059\u3002","minimal_setup_short":"\u8a66\u6599\u306e\u8868\u3068\u4f9d\u983c\u3092\u624b\u5143\u306eAI\u306b\u6e21\u3057\u3001\u8fd1\u3044\u5019\u88dc\u3092\u6319\u3052\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u5019\u88dc\u306e\u6574\u7406","semi_auto_setup":"\u4e0a\u8a18\uff0b\u5831\u544a\u66f8\u304b\u3089\u5024\u3068\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3057\u3066 OpenSearch \u306b\u5165\u308c\u3001\u6e1b\u8870\u95a2\u6570\u3067\u4e26\u3079\u308b \uff0f \u5168\u5831\u544a\u66f8\u304b\u3089\u306e\u5024\u306e\u8fd1\u3055\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u691c\u7d22\u753b\u9762\u3001\u6761\u4ef6\u306e\u7167\u5408\u306e\u898f\u5247\u3001\u7cfb\u5217\u3054\u3068\u306e\u307e\u3068\u3081\u3001\u5831\u544a\u66f8\u306e\u81ea\u52d5\u306e\u53d6\u308a\u8fbc\u307f \uff0f \u691c\u7d22\u304b\u3089\u7d22\u5f15\u306e\u66f4\u65b0\u307e\u3067\u306e\u5168\u4f53","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef640\u5206\u304c25\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u63a2\u3059\u6642\u9593\u306f\u307b\u307c\u6d88\u3048\u307e\u3059\u304c\u3001\u6761\u4ef6\u306e\u9055\u3044\u3092\u5831\u544a\u66f8\u3067\u78ba\u304b\u3081\u308b\u4f5c\u696d\u304c\u624b\u4f5c\u696d\u3067\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u306715\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30671\u304b\u6708\u4f7f\u3046\u3068\u3001\u6761\u4ef6\u306e\u6b04\u304c\u7a7a\u306e\u5831\u544a\u66f8\u306e\u591a\u3044\u5e74\u4ee3\u3068\u3001\u7bc4\u56f2\u5916\u3067\u6b62\u307e\u308b\u7269\u6027\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u6761\u4ef6\u306e\u7167\u5408\u3092\u8db3\u3057\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5024\u3092\u6e2c\u3063\u3066\u3044\u306a\u3044\u8a66\u6599\u304c\u4e0a\u4f4d\u306b\u51fa\u308b | **\u6e1b\u8870\u95a2\u6570\u306f\u9805\u76ee\u304c\u7121\u3044\u30681\u3092\u8fd4\u3059\u3002** `exists` \u3067\u7d5e\u308b |\n| \u6761\u4ef6\u306e\u9055\u3046\u5024\u3069\u3046\u3057\u3092\u6bd4\u3079\u308b | \u6761\u4ef6\u3092\u9805\u76ee\u306b\u3057\u3066\u898f\u5247\u3067\u7167\u3089\u3057\u3001`comparable` \u3092\u4ed8\u3051\u308b |\n| AI\u304c\u6761\u4ef6\u306e\u9055\u3046\u5024\u3092\u8aad\u307f\u66ff\u3048\u308b | \u6307\u793a\u3067\u7981\u3058\u3001**\u5dee\u306e\u8a08\u7b97\u3082\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u6e21\u3059** |\n| \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u3092 function_score \u3067\u5305\u3093\u3067\u30a8\u30e9\u30fc\u306b\u306a\u308b | \u5305\u3081\u306a\u3044\u3002**`bool` \u306e `should` \u306b\u66f8\u304d\u63db\u3048\u308b** |\n| \u540c\u3058\u7cfb\u5217\u306e\u8a66\u6599\u304c\u4e0a\u4f4d\u3092\u57cb\u3081\u308b | `collapse` \u3067\u7cfb\u5217\u3054\u3068\u306b1\u4ef6\u306b\u3057\u3001`inner_hits` \u3067\u6dfb\u3048\u308b |\n| \u63db\u7b97\u306e\u8aa4\u308a\u3067\u6841\u306e\u9055\u3046\u5024\u304c\u5165\u308b | \u63db\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3001\u7bc4\u56f2\u5916\u306f\u53d6\u308a\u8fbc\u307e\u305a\u306b\u78ba\u8a8d\u3078 |\n| \u53e4\u3044\u7248\u306e\u5024\u304c\u6b8b\u308b | \u5831\u544a\u66f8\u756a\u53f7\u3067\u53e4\u3044\u7248\u3092\u6d88\u3057\u3066\u304b\u3089\u5165\u308c\u76f4\u3059 |\n| \u4e0d\u63a1\u7528\u306e\u8a66\u6599\u304c\u7406\u7531\u306a\u3057\u306b\u5019\u88dc\u306b\u51fa\u308b | \u7d50\u8ad6\u306e\u6b04\u304b\u3089\u7406\u7531\u3092\u53d6\u308a\u51fa\u3057\u3001\u7121\u3051\u308c\u3070\u300c\u8a18\u8f09\u306a\u3057\u300d |\n| \u300c\u524d\u5f8c\u300d\u306e\u5e45\u306e\u8aad\u307f\u9055\u3044\u3067\u5916\u308c\u308b | \u691c\u7d22\u306e\u524d\u306b\u4eba\u304c\u76ee\u6a19\u5024\u3092\u78ba\u304b\u3081\u308b |\n| \u914d\u5408\u306e\u5272\u5408\u304c\u6280\u8853\u30b5\u30fc\u30d3\u30b9\u306b\u3082\u898b\u3048\u308b | \u9805\u76ee\u306e\u5358\u4f4d\u306e\u6a29\u9650\u3067\u96a0\u3059 |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082\u300c\u6bd4\u3079\u3066\u3088\u3044\u5024\u304b\u300d\u306e\u554f\u984c\u3067\u3059\u3002**\u5024\u3092\u6e2c\u3063\u3066\u3044\u306a\u3044\u3001\u6761\u4ef6\u304c\u9055\u3046\u3001\u8aad\u307f\u66ff\u3048\u305f\u3002\u3069\u308c\u3082\u70b9\u6570\u306e\u4e0a\u3067\u306f\u8fd1\u304f\u898b\u3048\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u914d\u5408\u306e\u756a\u53f7\u3068\u7cfb\u5217\u3001\u7269\u6027\u306e\u5024\u3001\u4e0d\u63a1\u7528\u306e\u7406\u7531\u3001\u9867\u5ba2\u306e\u8981\u6c42\u4ed5\u69d8\u3067\u3059\u3002**\u914d\u5408\u3068\u8a66\u9a13\u306e\u8a18\u9332\u306f\u3001\u6750\u6599\u30e1\u30fc\u30ab\u30fc\u306e\u7af6\u4e89\u529b\u305d\u306e\u3082\u306e\u3067\u3059\u3002**\n\n1. **\u898b\u3089\u308c\u308b\u7bc4\u56f2\u3092\u5f79\u5272\u3067\u5206\u3051\u308b** \u2026 OpenSearch \u306e\u304d\u3081\u7d30\u304b\u306a\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3067\u3001\u7d22\u5f15\u30fb\u6587\u66f8\u30fb\u9805\u76ee\u306e\u5358\u4f4d\u306e\u6a29\u9650\u304c\u4f7f\u3048\u307e\u3059\u3002**\u6280\u8853\u30b5\u30fc\u30d3\u30b9\u306e\u5f79\u5272\u306b\u306f\u914d\u5408\u756a\u53f7\u306e\u9805\u76ee\u3092\u898b\u305b\u306a\u3044\u3001\u958b\u767a\u4e2d\u306e\u7cfb\u5217\u306e\u6587\u66f8\u306f\u7814\u7a76\u6240\u3060\u3051\u3001\u306e\u3088\u3046\u306b\u5206\u3051\u307e\u3059**\n2. **\u9805\u76ee\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u306f\u96c6\u8a08\u306b\u6ce8\u610f\u3059\u308b** \u2026 \u516c\u5f0f\u306f\u3001\u6a19\u6e96\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u306f\u7121\u4f5c\u70ba\u306a\u30cf\u30c3\u30b7\u30e5\u306b\u306a\u308a\u96c6\u8a08\u306e\u7d50\u679c\u304c\u4e0d\u6b63\u78ba\u306b\u306a\u308a\u3046\u308b\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u96c6\u8a08\u306b\u4f7f\u3046\u9805\u76ee\u3092\u96a0\u3059\u306a\u3089\u3001\u30d1\u30bf\u30fc\u30f3\u306b\u3088\u308b\u30de\u30b9\u30ad\u30f3\u30b0\u306b\u3057\u307e\u3059**\n3. **\u5916\u90e8\u306e\u751f\u6210AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 \u8aac\u660e\u306b\u6e21\u3059\u306e\u306f\u8a66\u9a13\u7d50\u679c\u3068\u6761\u4ef6\u3060\u3051\u3067\u3001**\u914d\u5408\u306e\u5272\u5408\u306f\u6e21\u3057\u307e\u305b\u3093\u3002** \u5831\u544a\u66f8\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057\u3067\u306f\u672c\u6587\u3092\u6e21\u3059\u306e\u3067\u3001\u5951\u7d04\u4e0a\u306e\u53d6\u308a\u6271\u3044\u3092\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\n4. **\u9867\u5ba2\u306e\u8981\u6c42\u4ed5\u69d8\u3092\u7d22\u5f15\u306b\u5165\u308c\u306a\u3044** \u2026 \u4f9d\u983c\u306e\u672c\u6587\u306f\u691c\u7d22\u306e\u305f\u3073\u306b\u4f7f\u3046\u3060\u3051\u306b\u3057\u3001**\u5225\u306e\u9867\u5ba2\u306e\u691c\u7d22\u304b\u3089\u898b\u3048\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059**\n5. **\u7b54\u3048\u306f\u4eba\u304c\u6c7a\u3081\u3066\u8a18\u9332\u3059\u308b** \u2026 \u6761\u4ef6\u306e\u9055\u3046\u5024\u3067\u7b54\u3048\u305f\u3068\u304d\u306f\u3001\u305d\u306e\u65e8\u3092\u7b54\u3048\u306b\u66f8\u3044\u305f\u8a18\u9332\u3092\u6b8b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u6bd4\u3079\u3066\u306f\u3044\u3051\u306a\u3044\u5024\u3067\u6750\u6599\u3092\u52e7\u3081\u308b\u3053\u3068\u3068\u3001\u914d\u5408\u306e\u60c5\u5831\u304c\u7814\u7a76\u6240\u306e\u5916\u306b\u5e83\u304c\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u6761\u4ef6\u306e\u7167\u5408\u3068\u4eba\u306e\u78ba\u8a8d\u3067\u3001\u5f8c\u8005\u306f\u9805\u76ee\u306e\u5358\u4f4d\u306e\u6a29\u9650\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u6a39\u8102\u30b3\u30f3\u30d1\u30a6\u30f3\u30c9\u30fb\u30b4\u30e0\u30fb\u5857\u6599\u30fb\u63a5\u7740\u5264\u30fb\u6a5f\u80fd\u6027\u30d5\u30a3\u30eb\u30e0\u306a\u3069\u306e\u6750\u6599\u30e1\u30fc\u30ab\u30fc\u306e\u7814\u7a76\u6240\u3067\u3001\u904e\u53bb\u5341\u5e74\u4ee5\u4e0a\u306e\u8a66\u9a13\u5831\u544a\u66f8\u304c\u6570\u5343\u4ef6\u3092\u8d85\u3048\u3001Word\u30fbExcel\u30fbPDF \u3067\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u5206\u304b\u308c\u3066\u6b8b\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u958b\u767a\u4f9d\u983c\u3084\u9867\u5ba2\u306e\u8981\u6c42\u4ed5\u69d8\u306b\u300c\u8377\u91cd\u305f\u308f\u307f\u6e29\u5ea6\u25cb\u2103\u4ee5\u4e0a\u3001\u66f2\u3052\u5f3e\u6027\u7387\u25cbGPa\u524d\u5f8c\u300d\u306e\u3088\u3046\u306a\u7269\u6027\u306e\u76ee\u6a19\u5024\u304c\u66f8\u304b\u308c\u3066\u5c4a\u304d\u3001\u8fd1\u3044\u6750\u6599\u3092\u63a2\u3059\u306e\u304c\u6bce\u6708\u767e\u4ef6\u524d\u5f8c\u3042\u308b\u5834\u5408\u3002\u8a66\u9a13\u306e\u6761\u4ef6\uff08\u898f\u683c\u30fb\u8377\u91cd\u30fb\u72b6\u614b\u8abf\u7bc0\u30fb\u8a66\u9a13\u7247\u306e\u539a\u3055\uff09\u3092\u5831\u544a\u66f8\u306b\u66f8\u304f\u7fd2\u6163\u304c\u3042\u308b\u5834\u5408\u3002AWS 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\u306b\u8a66\u9a13\u7d50\u679c\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001`exists` \u306e\u7d5e\u308a\u8fbc\u307f\u3068\u7269\u6027\u3054\u3068\u306e `gauss` \u3067\u4e26\u3079\u308b\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u8aac\u660e\u3092\u51fa\u3055\u305a\u3001\u5024\u3068\u6761\u4ef6\u306e\u4e00\u89a7\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u6761\u4ef6\u306e\u7167\u5408\u306e\u898f\u5247\u3068 `collapse`\u3001\u5019\u88dc\u306e\u8aac\u660e\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 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results](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_search-plugins\/searching-data\/collapse-search.md) | 2026-10-14 |\n| Amazon OpenSearch Service \u306e\u5bfe\u5fdc\u30d7\u30e9\u30b0\u30a4\u30f3\u306b Japanese (kuromoji) Analysis \u304c\u3042\u308b\u3053\u3068 | [AWS: Plugins by engine version in Amazon OpenSearch Service](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/supported-plugins.html) | 2026-10-14 |\n| \u304d\u3081\u7d30\u304b\u306a\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3067\u3001\u7d22\u5f15\u30fb\u6587\u66f8\u30fb\u9805\u76ee\u306e\u5358\u4f4d\u306e\u6a29\u9650\u3068\u9805\u76ee\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u304c\u4f7f\u3048\u308b\u3053\u3068\u3002\u6a19\u6e96\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u306f\u7121\u4f5c\u70ba\u306a\u30cf\u30c3\u30b7\u30e5\u3067\u96c6\u8a08\u304c\u4e0d\u6b63\u78ba\u306b\u306a\u308a\u3046\u308b\u3053\u3068 | [AWS: Fine-grained access control](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/fgac.html) | 2026-10-14 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3092 `output_config.format` \u3067\u6307\u5b9a\u3059\u308b\u3053\u3068\u3001\u6570\u5024\u306e\u5236\u7d04\uff08`minimum`\u30fb`maximum` \u306a\u3069\uff09\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068\u3001`refusal`\u30fb`max_tokens` \u3067\u7d42\u308f\u308b\u3068\u30b9\u30ad\u30fc\u30de\u306b\u5408\u308f\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u3053\u3068 | [Claude: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-14 |\n\n**\u3069\u306e\u6750\u6599\u3092\u8a66\u4f5c\u306b\u4f7f\u3046\u304b\u3001\u9867\u5ba2\u306e\u4ed5\u69d8\u3092\u6e80\u305f\u3059\u3068\u8a00\u3048\u308b\u304b\u306f\u3001\u7814\u7a76\u54e1\u3068\u54c1\u8cea\u306e\u62c5\u5f53\u304c\u8a66\u9a13\u306e\u8a18\u9332\u306b\u57fa\u3065\u3044\u3066\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002** 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