{"id":14596,"date":"2026-10-07T10:04:05","date_gmt":"2026-10-07T01:04:05","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-ingredient-coa-check\/"},"modified":"2026-10-07T10:04:05","modified_gmt":"2026-10-07T01:04:05","slug":"en-ingredient-coa-check","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-ingredient-coa-check\/","title":{"rendered":"\u6d77\u5916\u306e\u539f\u6599\u30e1\u30fc\u30ab\u30fc\u304b\u3089\u6bce\u6708\u5c4a\u304f\u82f1\u6587\u306e\u5206\u6790\u8a3c\u660e\u66f8\uff08CoA\uff09\u3092\u8aad\u307f\u53d6\u308a\u3001\u53d7\u5165\u898f\u683c\u3068\u7167\u5408\u3057\u3066\u898f\u683c\u5916\u3068\u8a18\u8f09\u6f0f\u308c\u3092\u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3078\u8fd4\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u6d77\u5916\u306e\u539f\u6599\u30e1\u30fc\u30ab\u30fc\u304b\u3089\u5165\u8377\u306e\u305f\u3073\u306b\u5c4a\u304f\u82f1\u6587\u306e\u5206\u6790\u8a3c\u660e\u66f8\uff08CoA\uff09\u3092\u8aad\u307f\u53d6\u308a\u3001\u30ed\u30c3\u30c8\u30fb\u8a66\u9a13\u9805\u76ee\u30fb\u5b9f\u6e2c\u5024\u3092\u81ea\u793e\u306e\u53d7\u5165\u898f\u683c\u3068\u7167\u5408\u3057\u307e\u3059\u3002\u898f\u683c\u5916\u306e\u5024\u3068\u3001\u898f\u683c\u3067\u6c42\u3081\u3066\u3044\u308b\u8a66\u9a13\u9805\u76ee\u306e\u8a18\u8f09\u6f0f\u308c\u3092\u3001\u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3078\u8fd4\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0676","platform_main":"AWS Textract","publish_date":"","last_updated":"2026-10-07","tech_verified_date":"2026-10-07","trigger":"**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u5206\u6790\u8a3c\u660e\u66f8\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u8f38\u5165\u5546\u793e\u304b\u3089\u306e\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u308c\u308b\u4ed5\u7d44\u307f\u3092\u7f6e\u304d\u3001\u4ed5\u5165\u5148\u306e\u30b5\u30a4\u30c8\u304b\u3089\u53d6\u3063\u305fPDF\u3082\u540c\u3058\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u308c\u307e\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u307e\u3059\u3002\n\n**\u5165\u8377\u306e\u524d\u306b\u51e6\u7406\u3092\u7d42\u3048\u3066\u304a\u304d\u307e\u3059\u3002** \u5206\u6790\u8a3c\u660e\u66f8\u306f\u5165\u8377\u306e\u6570\u65e5\u524d\u306b\u5c4a\u304f\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001**\u5c4a\u3044\u305f\u6642\u70b9\u3067\u7167\u5408\u3057\u3001\u898f\u683c\u5916\u3084\u8a18\u8f09\u6f0f\u308c\u304c\u3042\u308c\u3070\u5165\u8377\u524d\u306b\u4ed5\u5165\u5148\u3078\u7167\u4f1a\u3067\u304d\u308b**\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u5165\u8377\u3057\u3066\u304b\u3089\u6c17\u3065\u304f\u3068\u3001\u539f\u6599\u304c\u5009\u5eab\u3067\u6b62\u307e\u308a\u307e\u3059\u3002\n\n**\u5165\u8377\u306e\u6642\u70b9\u3067\u8a3c\u660e\u66f8\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u30ed\u30c3\u30c8\u3082\u62fe\u3044\u307e\u3059\u3002** \u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a\u306e\u30c7\u30fc\u30bf\u3068\u7167\u3089\u3057\u3001\u5165\u8377\u4e88\u5b9a\u65e5\u306e3\u65e5\u524d\u306b\u306a\u3063\u3066\u3082\u8a3c\u660e\u66f8\u304c\u7121\u3044\u30ed\u30c3\u30c8\u3092\u3001\u6bce\u671d\u4e00\u89a7\u306b\u3057\u3066\u8cfc\u8cb7\u3078\u8fd4\u3057\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5206\u6790\u8a3c\u660e\u66f8 | PDF\u3002\u54c1\u76ee\u3001\u30ed\u30c3\u30c8\u3001\u88fd\u9020\u65e5\u3001\u4f7f\u7528\u671f\u9650\u3001\u8a66\u9a13\u9805\u76ee\u306e\u8868\u3001\u7f72\u540d | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u8868\u3068\u30bb\u30eb\u3001\u5217\u898b\u51fa\u3057\u3001\u30ad\u30fc\u3068\u5024\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u53d7\u5165\u898f\u683c\u306e\u8868 | \u54c1\u76ee\u3054\u3068\u306e\u8a66\u9a13\u9805\u76ee\u3001\u4e0b\u9650\u30fb\u4e0a\u9650\u3001\u5358\u4f4d\u3001\u5b9a\u6027\u3067\u53ef\u304b\u3001\u5fc5\u9808\u304b | \u54c1\u8cea\u7ba1\u7406\u90e8\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n| \u8a66\u9a13\u9805\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7 | \u82f1\u8a9e\u306e\u9805\u76ee\u540d\u306e\u66f8\u304d\u65b9\u3068\u3001\u81ea\u793e\u306e\u9805\u76ee\u30b3\u30fc\u30c9\u306e\u5bfe\u5fdc | \u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n| \u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a | \u54c1\u76ee\u3001\u4ed5\u5165\u5148\u3001\u30ed\u30c3\u30c8\u756a\u53f7\uff08\u5206\u304b\u308c\u3070\uff09\u3001\u5165\u8377\u4e88\u5b9a\u65e5 | \u8cfc\u8cb7\u306e\u767a\u6ce8\u30c7\u30fc\u30bf |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u8a66\u9a13\u9805\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7\u3067\u3059\u3002** \u4e00\u89a7\u304c\u8584\u3044\u3068\u3001AI\u306f\u8fd1\u3044\u540d\u524d\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u3088\u3046\u3068\u3057\u3001**`Total Plate Count` \u3068 `Aerobic Plate Count` \u306f\u540c\u3058\u3067\u3082\u3001`Coliforms` \u3068 `E. coli` \u306f\u5225\u7269\u3067\u3059\u3002** \u4e00\u89a7\u306b\u3042\u308b\u5bfe\u5fdc\u3060\u3051\u3092\u4f7f\u308f\u305b\u3001\u7121\u3044\u3082\u306e\u306f `unmapped` \u3068\u3057\u3066\u4eba\u306b\u898b\u305b\u307e\u3059\u3002","data_source":"\u8aad\u307f\u53d6\u308a\u306f StartDocumentAnalysis \u306bS3\u306e\u5834\u6240\u3068 `FeatureTypes` \u3092\u6e21\u3057\u3066\u59cb\u3081\u307e\u3059\u3002**\u5b8c\u4e86\u306f `NotificationChannel` \u306b\u6307\u5b9a\u3057\u305f Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u306b\u901a\u77e5\u3055\u308c\u3001\u72b6\u614b\u304c `SUCCEEDED` \u306a\u3089 GetDocumentAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002**\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `TABLES`\u3001`FORMS`\u3001`QUERIES`\uff08\u82f1\u8a9e\u306e\u3068\u304d\uff09 | \u8a66\u9a13\u9805\u76ee\u306e\u8868\u3001\u898b\u51fa\u3057\u306e\u54c1\u76ee\u3068\u30ed\u30c3\u30c8 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u30ed\u30c3\u30c8\u3084\u65e5\u4ed8\u3092\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u54c1\u76ee\u30b3\u30fc\u30c9\u3068\u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u8a3c\u660e\u66f8\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u54c1\u76ee\u30b3\u30fc\u30c9 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u54c1\u76ee\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `PRODUCT_NAME` | What is the product name? |\n| `LOT_NO` | What is the lot or batch number? |\n| `MFG_DATE` | What is the manufacturing date? |\n| `EXPIRY_DATE` | What is the expiry or retest date? |\n| `ISSUE_DATE` | What is the date of this certificate? |\n| `APPROVED_BY` | Who approved this certificate? |\n\n**\u8a66\u9a13\u9805\u76ee\u306e\u8868\u306f\u3001\u30bb\u30eb\u306e\u884c\u3068\u5217\u306e\u756a\u53f7\u3067\u7d44\u307f\u7acb\u3066\u76f4\u3057\u307e\u3059\u3002** \u5217\u898b\u51fa\u3057\u306e\u4ed8\u3044\u305f\u30bb\u30eb\u304b\u3089\u3001`Specification` \u306e\u5217\u3068 `Result` \u306e\u5217\u3092\u6c7a\u3081\u3001**\u884c\u3054\u3068\u306b\u300c\u9805\u76ee\u540d\u30fb\u4ed5\u5165\u5148\u306e\u898f\u683c\u30fb\u5b9f\u6e2c\u5024\u30fb\u8a66\u9a13\u65b9\u6cd5\u300d\u306e4\u3064\u7d44\u306b\u3057\u307e\u3059\u3002** \u7d50\u5408\u30bb\u30eb\u3067\u9805\u76ee\u540d\u304c\u8907\u6570\u306e\u884c\u306b\u307e\u305f\u304c\u308b\u8868\u3082\u3042\u308b\u306e\u3067\u3001\u7d50\u5408\u30bb\u30eb\u306e\u95a2\u4fc2\u3082\u305f\u3069\u308a\u307e\u3059\u3002\n\n**\u8cea\u554f\u306e\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308a\u307e\u3059\u3002** \u30ed\u30c3\u30c8\u756a\u53f7\u304c\u7a7a\u306a\u3089\u3001\u8868\u306e\u4e0a\u306e\u5168\u6587\u304b\u3089 `Batch` `Lot` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002\n\n\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u307e\u3059\u3002`NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u3001\u5f8c\u534a\u306e\u30da\u30fc\u30b8\u306e\u8868\u304c\u629c\u3051\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u4ed5\u5165\u5148\u306b\u89e3\u9664\u3092\u983c\u307f\u307e\u3059**\n3. **\u30b5\u30a4\u30ba\u3068\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001PDF\u3068TIFF\u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\n4. **\u30b9\u30ad\u30e3\u30f3\u306e\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u6587\u5b57\u306e\u9ad8\u3055\u306f\u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\u3067\u3001150 DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u5fae\u751f\u7269\u306e\u5358\u4f4d\u306e\u4e0a\u4ed8\u304d\u306e\u6570\u5b57\uff0810\u00b3\uff09\u306f\u5c0f\u3055\u304f\u3001\u4e0b\u56de\u308a\u3084\u3059\u3044\u7b87\u6240\u3067\u3059**\n5. **1\u901a\u306b\u8907\u6570\u306e\u30ed\u30c3\u30c8\u304c\u306a\u3044\u304b\u306e\u78ba\u8a8d** \u2026 \u30ed\u30c3\u30c8\u3054\u3068\u306b\u5217\u304c\u4e26\u3076\u8a3c\u660e\u66f8\u306f\u3001\u5217\u3054\u3068\u306b\u5206\u3051\u3066\u6271\u3044\u307e\u3059\n6. **\u54c1\u76ee\u306e\u7279\u5b9a** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u304b\u8f38\u5165\u5546\u793e\u306e\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u304b\u3089\u54c1\u76ee\u30b3\u30fc\u30c9\u3092\u5f15\u304d\u3001\u53d7\u5165\u898f\u683c\u306e\u8868\u3092\u9078\u3073\u307e\u3059\n\n**4\u756a\u76ee\u306f\u3001\u4ed5\u5165\u5148\u306bPDF\u306e\u5143\u30c7\u30fc\u30bf\u3067\u9001\u3063\u3066\u3082\u3089\u3046\u306e\u304c\u3044\u3061\u3070\u3093\u78ba\u5b9f\u3067\u3059\u3002** \u30b9\u30ad\u30e3\u30f3\u3057\u305f\u7d19\u3067\u306f\u306a\u304f\u3001\u4f5c\u6210\u5143\u306ePDF\u306a\u3089\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u554f\u984c\u306f\u307b\u3068\u3093\u3069\u8d77\u304d\u307e\u305b\u3093\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u8868\u306e\u5404\u884c\u3092\u81ea\u793e\u306e\u8a66\u9a13\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u3001\u5b9f\u6e2c\u5024\u3092\u300c\u4e0d\u7b49\u53f7\u30fb\u6570\u5024\u30fb\u5358\u4f4d\u30fb\u5b9a\u6027\u306e\u7d50\u679c\u300d\u306b\u5206\u3051\u3066\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u898f\u683c\u3068\u306e\u6bd4\u8f03\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u898b\u308b\u3082\u306e | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u54c1\u76ee\u30fb\u30ed\u30c3\u30c8\u30fb\u65e5\u4ed8 | \u539f\u6587\u306e\u307e\u307e\u3002\u65e5\u4ed8\u306f\u9806\u5e8f\u304c\u6c7a\u307e\u308b\u3068\u304d\u3060\u3051\u89e3\u91c8 | `03\/04\/2026` \u306e\u3088\u3046\u306b\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u8a66\u9a13\u9805\u76ee | \u5225\u540d\u306e\u4e00\u89a7\u3067\u81ea\u793e\u306e\u9805\u76ee\u30b3\u30fc\u30c9\u306b\u5bfe\u5fdc\u4ed8\u3051\u308b | \u4e00\u89a7\u306b\u7121\u3051\u308c\u3070 `unmapped` |\n| \u5b9f\u6e2c\u5024 | \u4e0d\u7b49\u53f7\uff08`<` `\u2264` `>`\uff09\u3001\u6570\u5024\u3001\u5358\u4f4d\u3001\u5b9a\u6027\u306e\u7d50\u679c\u306b\u5206\u3051\u308b | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u5b9a\u6027\u306e\u7d50\u679c | `Negative`\u3001`ND`\u3001`Absent`\u3001`Conforms` \u3092\u533a\u5225\u3057\u3066\u6b8b\u3059 | \u6570\u5024\u304c\u7121\u304f `Conforms` \u3060\u3051\u306a\u3089 `qualitative_only` |\n| \u8a66\u9a13\u65b9\u6cd5 | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n\n**`<10` \u306f\u300c10\u672a\u6e80\u300d\u3067\u300110\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u4e0d\u7b49\u53f7\u3092\u843d\u3068\u3059\u3068\u3001\u4e0a\u965010\u306e\u898f\u683c\u3067\u300c10\uff1d\u4e0a\u9650\u3061\u3087\u3046\u3069\u300d\u3068\u8aad\u307f\u9055\u3048\u307e\u3059\u3002**`ND` \u3068 `Negative` \u3082\u3001\u691c\u51fa\u9650\u754c\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u6dfb\u3048\u307e\u3059\u3002** \u691c\u51fa\u9650\u754c\u304c\u81ea\u793e\u306e\u898f\u683c\u5024\u3088\u308a\u9ad8\u3044\u306a\u3089\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c `needs_human` \u306b\u3057\u307e\u3059\u3002\n\n**`Conforms` \u3060\u3051\u306e\u884c\u306f\u3001\u8a18\u8f09\u6f0f\u308c\u306e\u4e00\u7a2e\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002** \u6570\u5024\u304c\u7121\u3044\u306e\u3067\u81ea\u793e\u306e\u898f\u683c\u3067\u6bd4\u3079\u76f4\u305b\u307e\u305b\u3093\u3002**\u53d7\u5165\u898f\u683c\u306e\u8868\u3067\u300c\u5b9a\u6027\u3067\u53ef\u300d\u3068\u3057\u305f\u9805\u76ee\u4ee5\u5916\u306f\u3001\u4ed5\u5165\u5148\u306b\u5b9f\u6e2c\u5024\u3092\u6c42\u3081\u308b\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u81ea\u793e\u306e\u898f\u683c\u3068\u306e\u6bd4\u8f03\u3001\u5408\u5426\u306e\u5224\u65ad | \u898f\u683c\u5024\u306e\u6bd4\u8f03\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3002\u53d7\u5165\u306e\u5224\u5b9a\u306f\u54c1\u8cea\u7ba1\u7406\u306e\u8cac\u4efb\u8005 |\n| \u5358\u4f4d\u306e\u63db\u7b97\uff08`ppm` \u2194 `mg\/kg`\u3001`%` \u2194 `ppm`\uff09 | \u63db\u7b97\u306e\u53ef\u5426\u306f\u54c1\u8cea\u7ba1\u7406\u90e8\u304c\u6c7a\u3081\u308b\u3002\u63db\u7b97\u306e\u8868\u3067 Python \u304c\u884c\u3046 |\n| \u4e0d\u7b49\u53f7\u3092\u843d\u3068\u3057\u305f\u6570\u5024\u5316 | \u4e0a\u9650\u3061\u3087\u3046\u3069\u3068\u8aad\u307f\u9055\u3048\u308b |\n| \u4ed5\u5165\u5148\u306e\u898f\u683c\u6b04\u306e\u5024\u3092\u5b9f\u6e2c\u5024\u3068\u3057\u3066\u6271\u3046\u3053\u3068 | \u898f\u683c\u3068\u7d50\u679c\u306e\u5217\u3092\u53d6\u308a\u9055\u3048\u308b\u3068\u3001\u5168\u884c\u304c\u5408\u683c\u306b\u898b\u3048\u308b |\n| \u5225\u540d\u306e\u4e00\u89a7\u306b\u7121\u3044\u9805\u76ee\u306e\u63a8\u6e2c\u306b\u3088\u308b\u5bfe\u5fdc\u4ed8\u3051 | \u8fd1\u3044\u540d\u524d\u306e\u5225\u306e\u9805\u76ee\u306b\u4ed8\u304f |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u5217\u898b\u51fa\u3057\u304c\u7121\u3044\u8868\u3084\u3001\u898f\u683c\u3068\u7d50\u679c\u304c1\u3064\u306e\u30bb\u30eb\u306b `\u2264 0.5% \/ 0.21%` \u3068\u66f8\u304b\u308c\u305f\u8868\u3067\u3001**\u898f\u683c\u306e\u5024\u3092\u5b9f\u6e2c\u5024\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059\u3068\u3001\u3069\u306e\u884c\u3082\u898f\u683c\u3061\u3087\u3046\u3069\u306e\u5024\u306b\u306a\u308a\u3001\u5168\u90e8\u304c\u5408\u683c\u306b\u898b\u3048\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u98df\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u3001\u6d77\u5916\u306e\u539f\u6599\u30e1\u30fc\u30ab\u30fc\u306e\u5206\u6790\u8a3c\u660e\u66f8\uff08CoA\uff09\u3092\n\u81ea\u793e\u306e\u8a66\u9a13\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\nheader\uff1aproduct_name\u3001lot_no\u3001mfg_date\u3001expiry_date\u3001issue_date\u3001approved_by\ntests\uff1a\u8868\u306e\u5404\u884c\u306b\u3064\u3044\u3066\u3001\u6b21\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  item_raw\uff08\u539f\u6587\u306e\u9805\u76ee\u540d\uff09\u3001item_code\uff08\u5225\u540d\u306e\u4e00\u89a7\u3067\u5bfe\u5fdc\u3059\u308b\u81ea\u793e\u306e\u9805\u76ee\u30b3\u30fc\u30c9\uff09\u3001\n  supplier_spec_raw\uff08\u4ed5\u5165\u5148\u306e\u898f\u683c\u6b04\u306e\u6587\u5b57\u5217\uff09\u3001result_raw\uff08\u7d50\u679c\u6b04\u306e\u6587\u5b57\u5217\uff09\u3001\n  operator\uff08< \/ <= \/ > \/ >= \/ = \/ none\uff09\u3001value\uff08\u6570\u5024\uff09\u3001unit\u3001\n  qualitative\uff08negative \/ not_detected \/ absent \/ conforms \/ none\uff09\u3001\n  detection_limit\u3001method_raw\u3001status\u3001source\uff08\u8868\u306e\u884c\u3068\u5217\u306e\u756a\u53f7\uff09\n\n\u3010\u5bfe\u5fdc\u4ed8\u3051\u306e\u898f\u5247\u3011\n- item_code \u306f\u3001\u5225\u540d\u306e\u4e00\u89a7\u306b\u5b8c\u5168\u306b\u4e00\u81f4\u3059\u308b\u304b\u3001\u4e00\u89a7\u306b\u66f8\u304b\u308c\u305f\u5225\u540d\u3068\u4e00\u81f4\u3059\u308b\u3068\u304d\u3060\u3051\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4e00\u89a7\u306b\u7121\u3044\u9805\u76ee\u540d\u306f item_code \u3092\u7a7a\u306b\u3057\u3001status \u3092 unmapped \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4f3c\u305f\u540d\u524d\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5024\u306e\u6271\u3044\u3011\n- result_raw \u306f\u7d50\u679c\u6b04\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4ed5\u5165\u5148\u306e\u898f\u683c\u6b04\u306e\u5024\u3092 value \u306b\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u898f\u683c\u6b04\u3068\u7d50\u679c\u6b04\u306e\n  \u533a\u5225\u304c\u3064\u304b\u306a\u3044\u884c\u306f status \u3092 ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4e0d\u7b49\u53f7\u3092\u843d\u3068\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\"<10\" \u306f operator \"<\"\u3001value 10 \u3067\u3059\u3002\n- \u5358\u4f4d\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u305f\u5358\u4f4d\u3092\u305d\u306e\u307e\u307e unit \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7d50\u679c\u6b04\u304c Conforms \/ Complies \u3060\u3051\u3067\u6570\u5024\u304c\u7121\u3044\u884c\u306f\u3001\n  qualitative \u3092 conforms\u3001value \u3092\u7a7a\u3001status \u3092 qualitative_only \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u898f\u683c\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3001\u53d7\u3051\u5165\u308c\u3066\u3088\u3044\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8aad\u3081\u306a\u3044\u6570\u5024\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002status \u3092 unreadable \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u306f\u66f8\u304b\u308c\u305f\u6587\u5b57\u5217\u3092\u6b8b\u3057\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306f ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- 1\u901a\u306b\u8907\u6570\u306e\u30ed\u30c3\u30c8\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30ed\u30c3\u30c8\u3054\u3068\u306b tests \u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_tables_and_forms}\n\u3010\u8a66\u9a13\u9805\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7\u3011{item_alias_list}\n```\n\n**\u300c\u4f3c\u305f\u540d\u524d\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u5bfe\u5fdc\u4ed8\u3051\u307e\u3059\u3002** `Coliforms` \u3092\u4e00\u89a7\u306e `E. coli` \u306b\u5bc4\u305b\u308b\u3001`Lead` \u3092 `Heavy Metals (as Pb)` \u306b\u5bc4\u305b\u308b\u3002**\u3069\u3061\u3089\u3082\u5225\u306e\u8a66\u9a13\u3067\u3001\u5bc4\u305b\u305f\u77ac\u9593\u306b\u300c\u91cd\u91d1\u5c5e\u306e\u8a18\u8f09\u6f0f\u308c\u300d\u304c\u898b\u3048\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","output_data":"**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"item_code\": \"\",\n  \"header\": { \"product_name\": \"\", \"lot_no\": \"\", \"mfg_date_raw\": \"\", \"expiry_date_raw\": \"\", \"status\": \"\" },\n  \"lots\": [\n    {\n      \"lot_no\": \"\",\n      \"tests\": [\n        { \"item_raw\": \"Loss on Drying\", \"item_code\": \"MOIST\", \"supplier_spec_raw\": \"<= 8.0%\",\n          \"result_raw\": \"6.2%\", \"operator\": \"=\", \"value\": 6.2, \"unit\": \"%\",\n          \"qualitative\": \"none\", \"detection_limit\": \"\", \"status\": \"ok\", \"source\": \"T1:R5\" }\n      ]\n    }\n  ],\n  \"inquiry_draft\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u6bd4\u8f03\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u53d7\u5165\u898f\u683c\u306e\u8868\u3068 `tests` \u3092\u7a81\u304d\u5408\u308f\u305b\u3001\u81ea\u793e\u306e\u9805\u76ee\u3054\u3068\u306b\u7d50\u679c\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u7d50\u679c | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `in_spec` | \u5358\u4f4d\u304c\u898f\u683c\u3068\u540c\u3058\u3067\u3001\u4e0d\u7b49\u53f7\u3068\u6570\u5024\u304c\u81ea\u793e\u306e\u4e0b\u9650\u30fb\u4e0a\u9650\u306b\u53ce\u307e\u308b |\n| `out_of_spec` | \u81ea\u793e\u306e\u4e0b\u9650\u30fb\u4e0a\u9650\u3092\u5916\u308c\u308b\u3002**\u4ed5\u5165\u5148\u306e\u898f\u683c\u3067\u306f\u5408\u683c\u3067\u3082\u4ed8\u304f** |\n| `missing_item` | \u81ea\u793e\u306e\u898f\u683c\u3067\u5fc5\u9808\u306e\u9805\u76ee\u304c `tests` \u306b\u7121\u3044 |\n| `qualitative_only` | \u6570\u5024\u304c\u7121\u304f\u3001\u81ea\u793e\u306e\u898f\u683c\u3067\u5b9a\u6027\u3092\u8a8d\u3081\u3066\u3044\u306a\u3044 |\n| `unit_mismatch` | \u5358\u4f4d\u304c\u9055\u3044\u3001\u63db\u7b97\u306e\u8868\u306b\u7121\u3044 |\n| `needs_human` | `unmapped`\u3001`ambiguous`\u3001`unreadable`\u3001\u691c\u51fa\u9650\u754c\u304c\u898f\u683c\u5024\u3088\u308a\u9ad8\u3044 |\n\n**2\u3064\u76ee\u306f\u3001`missing_item` \u3092\u51fa\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u53d7\u5165\u898f\u683c\u306e\u8868\u304c\u300c\u3053\u306e\u54c1\u76ee\u3067\u5fc5\u9808\u306e\u9805\u76ee\u300d\u3092\u6301\u3063\u3066\u3044\u308b\u306e\u3067\u3001**`tests` \u306b\u7121\u3044\u9805\u76ee\u3092\u8868\u306e\u5074\u304b\u3089\u6570\u3048\u3089\u308c\u307e\u3059\u3002** \u66f8\u304b\u308c\u3066\u3044\u308b\u884c\u3060\u3051\u3092\u898b\u3066\u3044\u305f\u76ee\u8996\u3067\u306f\u3001\u3053\u3053\u304c\u62fe\u3048\u307e\u305b\u3093\u3067\u3057\u305f\u3002\n\n**3\u3064\u76ee\u306f\u3001`source` \u3067\u6839\u62e0\u3092\u305f\u3069\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `T1:R5` \u306a\u30891\u3064\u76ee\u306e\u8868\u306e5\u884c\u76ee\u3067\u3001\u62c5\u5f53\u8005\u306f\u753b\u50cf\u306e\u305d\u306e\u884c\u3060\u3051\u3092\u898b\u308c\u3070\u6e08\u307f\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u8a3c\u660e\u66f8\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3057\u3066 AWS Lambda \u3092\u52d5\u304b\u3059 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u975e\u540c\u671f\uff09 | \u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u3067\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u8a66\u9a13\u9805\u76ee\u306e\u5bfe\u5fdc\u4ed8\u3051\u3001\u5024\u306e\u5206\u89e3\u3001\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d |\n| \u53d7\u5165\u898f\u683c\u306e\u8868 | \u8aad\u307f\u53d6\u308a | \u54c1\u76ee\u3054\u3068\u306e\u8a66\u9a13\u9805\u76ee\u3001\u898f\u683c\u5024\u3001\u5358\u4f4d\u3092\u5f15\u304f |\n| \u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a | \u8aad\u307f\u53d6\u308a | \u30ed\u30c3\u30c8\u3068\u5165\u8377\u4e88\u5b9a\u65e5\u3092\u7167\u3089\u3059 |\n| \u53d7\u5165\u691c\u67fb\u306e\u8a18\u9332 | \u66f8\u304d\u8fbc\u307f\uff08\u7167\u5408\u7d50\u679c\u306e\u6b04\uff09 | \u9805\u76ee\u3054\u3068\u306e\u7d50\u679c\u3068\u6839\u62e0\u3092\u66f8\u304f |\n\n**\u53d7\u5165\u691c\u67fb\u306e\u8a18\u9332\u306b\u306f\u300c\u7167\u5408\u7d50\u679c\u300d\u306e\u6b04\u306b\u3060\u3051\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002** \u53d7\u5165\u306e\u5224\u5b9a\u306e\u6b04\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u8cac\u4efb\u8005\u304c\u8a18\u5165\u3057\u307e\u3059\u3002**\u53d7\u5165\u898f\u683c\u306e\u8868\u306b\u3082\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u898f\u683c\u5024\u3092\u5909\u3048\u308b\u306e\u306f\u54c1\u8cea\u7ba1\u7406\u90e8\u306e\u624b\u7d9a\u304d\u3067\u3059\u3002","human_review":"**\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`out_of_spec`\u3001`missing_item`\u3001`qualitative_only`\u3001`unit_mismatch`\u3001`needs_human` \u306e\u4ed8\u3044\u305f\u9805\u76ee\u3067\u3059\u3002** `in_spec` \u306e\u884c\u306f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`out_of_spec` \u306e\u6839\u62e0\u3092\u78ba\u304b\u3081\u308b** \u2026 \u753b\u50cf\u306e\u8a72\u5f53\u306e\u884c\u3067\u3001\u5b9f\u6e2c\u5024\u306e\u5217\u3092\u6b63\u3057\u304f\u8aad\u3093\u3067\u3044\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u898f\u683c\u306e\u5217\u3092\u8aad\u3093\u3067\u3044\u306a\u3044\u304b\u3092\u6700\u521d\u306b\u78ba\u304b\u3081\u307e\u3059**\n2. **`missing_item` \u3068 `qualitative_only` \u3092\u307e\u3068\u3081\u308b** \u2026 \u4ed5\u5165\u5148\u306b\u5b9f\u6e2c\u5024\u3092\u6c42\u3081\u308b\u9805\u76ee\u3068\u3057\u3066\u3001\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d\u306b\u5165\u308c\u307e\u3059\n3. **`needs_human` \u3092\u7247\u4ed8\u3051\u308b** \u2026 `unmapped` \u306f\u5225\u540d\u306e\u4e00\u89a7\u306b\u8db3\u3059\u304b\u3092\u6c7a\u3081\u3001\u691c\u51fa\u9650\u754c\u306e\u554f\u984c\u306f\u8cac\u4efb\u8005\u306b\u4e0a\u3052\u307e\u3059\n4. **\u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3068\u8cfc\u8cb7\u3078\u8fd4\u3059** \u2026 \u9805\u76ee\u3054\u3068\u306e\u7d50\u679c\u3068\u7167\u4f1a\u306e\u72b6\u6cc1\u3092\u6e21\u3057\u307e\u3059\n\n**1\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u898f\u683c\u5916\u3068\u51fa\u305f\u5024\u304c\u3001\u5b9f\u306f\u898f\u683c\u306e\u5217\u306e\u5024\u3060\u3063\u305f\u3001\u3068\u3044\u3046\u8aa4\u308a\u306f\u3053\u306e\u78ba\u8a8d\u3067\u62fe\u3048\u307e\u3059\u3002**\u9006\u5411\u304d\u306e\u8aa4\u308a\uff08\u898f\u683c\u5916\u306e\u5024\u3092\u5408\u683c\u3068\u8aad\u3080\uff09\u306f\u3001\u7167\u5408\u306e\u898f\u5247\u3068\u5217\u898b\u51fa\u3057\u306e\u6271\u3044\u3067\u9632\u304e\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u4ed5\u5165\u5148\u306b\u89e3\u9664\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u8a3c\u660e\u66f8\uff08\u4e2d\u56fd\u8a9e\u306a\u3069\uff09 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u306e\u8a3c\u660e\u66f8 | \u8cea\u554f\u3092\u5916\u3057\u3001\u8868\u3068\u30ad\u30fc\u3068\u5024\u3068\u5168\u6587\u3067\u8aad\u3080 |\n| \u5217\u898b\u51fa\u3057\u306e\u7121\u3044\u8868 | \u5217\u306e\u5f79\u5272\u304c\u6c7a\u307e\u3089\u306a\u3044\u306e\u3067\u3001\u5168\u884c\u3092 `ambiguous` \u306b\u3057\u3066\u4eba\u3078 |\n| 1\u901a\u306b\u8907\u6570\u306e\u30ed\u30c3\u30c8 | \u30ed\u30c3\u30c8\u3054\u3068\u306b\u5206\u3051\u308b\u3002\u5206\u3051\u3089\u308c\u306a\u3051\u308c\u3070 `needs_human` |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n| \u30ed\u30c3\u30c8\u756a\u53f7\u304c\u5165\u8377\u4e88\u5b9a\u3068\u5408\u308f\u306a\u3044 | \u7167\u5408\u3092\u6b62\u3081\u3001\u8cfc\u8cb7\u3078\u78ba\u304b\u3081\u308b |\n| \u5165\u8377\u4e88\u5b9a\u65e5\u306e3\u65e5\u524d\u306b\u8a3c\u660e\u66f8\u304c\u7121\u3044 | \u6bce\u671d\u306e\u4e00\u89a7\u3067\u8cfc\u8cb7\u3078\u8fd4\u3059 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u304c\u3001\u4ed5\u5165\u5148\u30921\u793e\u8db3\u3059\u305f\u3073\u306b\u51fa\u307e\u3059\u3002** \u4e00\u5ea6\u62c5\u5f53\u8005\u304c\u5217\u306e\u5f79\u5272\u3092\u6c7a\u3081\u305f\u3089\u3001**\u305d\u306e\u4ed5\u5165\u5148\u306e\u66f8\u5f0f\u3068\u3057\u3066\u5217\u306e\u4f4d\u7f6e\u3092\u8a18\u9332\u3057\u3001\u6b21\u304b\u3089\u4f7f\u3044\u307e\u3059\u3002**","log_storage":"- \u5143\u306e\u5206\u6790\u8a3c\u660e\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u4ed5\u5165\u5148\u3001\u54c1\u76ee\u30b3\u30fc\u30c9\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u4f7f\u3063\u305f\u8cea\u554f\u306e\u4e00\u89a7\n- Claude API \u304c\u8fd4\u3057\u305fJSON\uff08`tests` \u306e\u5168\u884c\uff09\n- Python \u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u53d7\u5165\u898f\u683c\u306e\u8868\u306e\u7248**\n- **\u62c5\u5f53\u8005\u304c\u7d50\u679c\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u4ed5\u5165\u5148\u3078\u306e\u7167\u4f1a\u3068\u56de\u7b54\u3001\u518d\u767a\u884c\u3055\u308c\u305f\u8a3c\u660e\u66f8\u3068\u306e\u5bfe\u5fdc\n\n**\u53d7\u5165\u898f\u683c\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u898f\u683c\u5024\u304c\u6539\u5b9a\u3055\u308c\u308b\u305f\u3081\u3067\u3059\u3002** \u6539\u5b9a\u306e\u524d\u5f8c\u3067\u540c\u3058\u5024\u306e\u5224\u5b9a\u304c\u5909\u308f\u308a\u3001**\u5f53\u6642\u306e\u7248\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u904e\u53bb\u306e\u53d7\u5165\u306e\u6839\u62e0\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":200,"assumption_workdays":20,"volume_month":200,"before_minutes_per_case":18,"after_minutes_per_case":6,"hourly_cost":3500,"before_hours_month":60,"after_hours_month":20,"saved_hours_month":40,"reduction_rate":67,"saved_hours_year":480,"annual_cost_effect":1680000,"summary":"\u6d77\u5916\u306e\u539f\u6599\u30e1\u30fc\u30ab\u30fc\u304b\u3089\u5165\u8377\u306e\u305f\u3073\u306b\u5c4a\u304f\u82f1\u6587\u306e\u5206\u6790\u8a3c\u660e\u66f8\uff08CoA\uff09\u3092\u8aad\u307f\u53d6\u308a\u3001\u30ed\u30c3\u30c8\u30fb\u8a66\u9a13\u9805\u76ee\u30fb\u5b9f\u6e2c\u5024\u3092\u81ea\u793e\u306e\u53d7\u5165\u898f\u683c\u3068\u7167\u5408\u3057\u307e\u3059\u3002\u898f\u683c\u5916\u306e\u5024\u3068\u3001\u898f\u683c\u3067\u6c42\u3081\u3066\u3044\u308b\u8a66\u9a13\u9805\u76ee\u306e\u8a18\u8f09\u6f0f\u308c\u3092\u3001\u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3078\u8fd4\u3057\u307e\u3059\u3002","before_flow":"1. \u5206\u6790\u8a3c\u660e\u66f8\u306ePDF\u3092\u53d7\u3051\u53d6\u308a\u3001\u54c1\u76ee\u3068\u30ed\u30c3\u30c8\u756a\u53f7\u3067\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\n2. \u53d7\u5165\u898f\u683c\u306e\u8868\u304b\u3089\u3001\u305d\u306e\u54c1\u76ee\u306e\u8a66\u9a13\u9805\u76ee\u3068\u898f\u683c\u5024\u3092\u958b\u304f\n3. \u5206\u6790\u8a3c\u660e\u66f8\u306e\u8a66\u9a13\u9805\u76ee\u30921\u884c\u305a\u3064\u8aad\u307f\u3001\u81ea\u793e\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u308b\n4. \u5b9f\u6e2c\u5024\u3092\u53d7\u5165\u691c\u67fb\u306e\u8a18\u9332\u306b\u5199\u3057\u3001\u898f\u683c\u5024\u3068\u898b\u6bd4\u3079\u308b\n5. \u81ea\u793e\u306e\u898f\u683c\u3067\u6c42\u3081\u3066\u3044\u308b\u9805\u76ee\u304c\u5206\u6790\u8a3c\u660e\u66f8\u306b\u7121\u3044\u304b\u3092\u78ba\u304b\u3081\u308b\n6. \u30ed\u30c3\u30c8\u756a\u53f7\u3001\u88fd\u9020\u65e5\u3001\u4f7f\u7528\u671f\u9650\u304c\u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b\n7. \u898f\u683c\u5916\u3084\u8a18\u8f09\u6f0f\u308c\u304c\u3042\u308c\u3070\u3001\u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3068\u8cfc\u8cb7\u3078\u9023\u7d61\u3059\u308b\n\n**\uff08a\uff09`Conforms` \u3092\u898b\u3066\u5b89\u5fc3\u3057\u3066\u3057\u307e\u3046\u3002** \u5206\u6790\u8a3c\u660e\u66f8\u306e\u7d50\u679c\u6b04\u306b `Conforms` \u3084 `Complies` \u3068\u3042\u308b\u3068\u3001\u898f\u683c\u5024\u3068\u6bd4\u3079\u305a\u306b\u901a\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u4ed5\u5165\u5148\u306e\u898f\u683c\u304c `Total Plate Count \u2264 100,000 cfu\/g` \u3067\u3001\u81ea\u793e\u306e\u898f\u683c\u304c `\u2264 10,000 cfu\/g` \u306a\u3089\u3001\u5b9f\u6e2c\u502430,000\u306f\u4ed5\u5165\u5148\u3067\u306f\u5408\u683c\u3001\u81ea\u793e\u3067\u306f\u898f\u683c\u5916\u3067\u3059\u3002**\n\n**\uff08b\uff09\u9805\u76ee\u540d\u306e\u5bfe\u5fdc\u4ed8\u3051\u304c\u62c5\u5f53\u8005\u306e\u982d\u306e\u4e2d\u306b\u3042\u308b\u3002** `Loss on Drying` \u306f\u6c34\u5206\u3001`Yeasts and Moulds` \u306f\u9175\u6bcd\u30fb\u30ab\u30d3\u3001`Enterobacteriaceae` \u306f\u8178\u5185\u7d30\u83cc\u79d1\u83cc\u7fa4\u3002**\u3053\u306e\u5bfe\u5fdc\u3092\u899a\u3048\u3066\u3044\u308b\u306e\u306f\u62c5\u5f53\u80053\u540d\u306e\u3046\u30612\u540d\u3067\u3001\u8868\u306b\u306f\u306a\u3063\u3066\u3044\u307e\u305b\u3093\u3002**\n\n**\uff08c\uff09\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u3092\u898b\u843d\u3068\u3059\u3002** \u81ea\u793e\u306e\u898f\u683c\u306b\u91cd\u91d1\u5c5e\u306e\u9805\u76ee\u304c\u3042\u308b\u306e\u306b\u3001\u5206\u6790\u8a3c\u660e\u66f8\u306b\u7121\u3044\u3002**\u66f8\u304b\u308c\u3066\u3044\u308b\u884c\u3092\u9806\u306b\u898b\u3066\u3044\u304f\u4f5c\u696d\u3067\u306f\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u884c\u306b\u6c17\u3065\u304d\u306b\u304f\u3044**\u306e\u3067\u3059\u3002\n\n**\uff08d\uff09\u5024\u306e\u5f62\u304c\u6df7\u3056\u308b\u3002** `<10`\u3001`ND`\u3001`Absent in 25g`\u3001`Not detected`\u3002**\u3069\u308c\u3082\u300c\u691c\u51fa\u3055\u308c\u306a\u3044\u300d\u306b\u8fd1\u3044\u610f\u5473\u3067\u3059\u304c\u3001\u691c\u51fa\u9650\u754c\u304c\u81ea\u793e\u306e\u898f\u683c\u5024\u3088\u308a\u9ad8\u3051\u308c\u3070\u3001\u898f\u683c\u306b\u5408\u3063\u3066\u3044\u308b\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002**","before_flow_steps":["\u5206\u6790\u8a3c\u660e\u66f8\u306ePDF\u3092\u53d7\u3051\u53d6\u308a\u3001\u54c1\u76ee\u3068\u30ed\u30c3\u30c8\u756a\u53f7\u3067\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","\u53d7\u5165\u898f\u683c\u306e\u8868\u304b\u3089\u3001\u305d\u306e\u54c1\u76ee\u306e\u8a66\u9a13\u9805\u76ee\u3068\u898f\u683c\u5024\u3092\u958b\u304f","\u5206\u6790\u8a3c\u660e\u66f8\u306e\u8a66\u9a13\u9805\u76ee\u30921\u884c\u305a\u3064\u8aad\u307f\u3001\u81ea\u793e\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u308b","\u5b9f\u6e2c\u5024\u3092\u53d7\u5165\u691c\u67fb\u306e\u8a18\u9332\u306b\u5199\u3057\u3001\u898f\u683c\u5024\u3068\u898b\u6bd4\u3079\u308b","\u81ea\u793e\u306e\u898f\u683c\u3067\u6c42\u3081\u3066\u3044\u308b\u9805\u76ee\u304c\u5206\u6790\u8a3c\u660e\u66f8\u306b\u7121\u3044\u304b\u3092\u78ba\u304b\u3081\u308b","\u30ed\u30c3\u30c8\u756a\u53f7\u3001\u88fd\u9020\u65e5\u3001\u4f7f\u7528\u671f\u9650\u304c\u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b","\u898f\u683c\u5916\u3084\u8a18\u8f09\u6f0f\u308c\u304c\u3042\u308c\u3070\u3001\u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3068\u8cfc\u8cb7\u3078\u9023\u7d61\u3059\u308b"],"after_flow":"1. **\u3010\u4eba\u3011** \u5206\u6790\u8a3c\u660e\u66f8\u306ePDF\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\uff08\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u304b\u3089\u81ea\u52d5\u3067\u5165\u308c\u3066\u3082\u3088\u3044\uff09\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u5206\u6790\u8a3c\u660e\u66f8\u306e\u8868\u3001\u898b\u51fa\u3057\u306e\u30ad\u30fc\u3068\u5024\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u54c1\u76ee\u30fb\u30ed\u30c3\u30c8\u30fb\u88fd\u9020\u65e5\u30fb\u4f7f\u7528\u671f\u9650\u3092\u53d6\u308a\u51fa\u3057\u3001\u8a66\u9a13\u9805\u76ee\u3092\u81ea\u793e\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u5b9f\u6e2c\u5024\u3092\u300c\u4e0d\u7b49\u53f7\u30fb\u6570\u5024\u30fb\u5358\u4f4d\u30fb\u5b9a\u6027\u306e\u7d50\u679c\u300d\u306b\u5206\u3051\u3066\u6301\u3064\n6. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u81ea\u793e\u306e\u53d7\u5165\u898f\u683c\u3068\u6bd4\u3079\u3001\u9805\u76ee\u3054\u3068\u306b\u7d50\u679c\u3092\u4ed8\u3051\u308b\u3002\u898f\u683c\u306b\u3042\u3063\u3066\u8a3c\u660e\u66f8\u306b\u7121\u3044\u9805\u76ee\u3092\u62fe\u3046\n7. **\u3010\u81ea\u52d5\u3011** \u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a\u306e\u30ed\u30c3\u30c8\u756a\u53f7\u3068\u7167\u3089\u3059\n8. **\u3010\u4eba\u3011** \u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u3001\u898f\u683c\u5916\u30fb\u8a18\u8f09\u6f0f\u308c\u30fb\u5224\u65ad\u3067\u304d\u306a\u3044\u9805\u76ee\u3060\u3051\u3092\u8a3c\u660e\u66f8\u306e\u753b\u50cf\u3068\u898b\u6bd4\u3079\u308b\n9. **\u3010\u4eba\u3011** \u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3068\u8cfc\u8cb7\u3078\u7d50\u679c\u3092\u8fd4\u3057\u3001\u5fc5\u8981\u306a\u3089\u4ed5\u5165\u5148\u3078\u7167\u4f1a\u3059\u308b\n\n**8\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u62c5\u5f53\u8005\u306f200\u901a\u3059\u3079\u3066\u306e\u5168\u884c\u3092\u898b\u308b\u306e\u3067\u306f\u306a\u304f\u3001**\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3060\u3051\u3092\u753b\u50cf\u3068\u898b\u6bd4\u3079\u307e\u3059\u3002** \u5370\u306e\u7121\u3044\u884c\u306f\u3001\u6839\u62e0\u306e\u6587\u5b57\u5217\u3068\u4e26\u3079\u305f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n**6\u756a\u76ee\u306e\u6bd4\u8f03\u3092AI\u306b\u3055\u305b\u306a\u3044\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u898f\u683c\u5024\u306f\u54c1\u76ee\u3054\u3068\u306b\u8868\u3067\u6301\u3063\u3066\u3044\u308b\u6570\u5b57\u3067\u3001\u6bd4\u3079\u65b9\u306f\u6c7a\u307e\u3063\u3066\u3044\u307e\u3059\u3002**AI\u306b\u306f\u5024\u306e\u5f62\u3092\u305d\u308d\u3048\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u3055\u305b\u3001\u6bd4\u3079\u308b\u306e\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u5206\u6790\u8a3c\u660e\u66f8\u306ePDF\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\uff08\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u304b\u3089\u81ea\u52d5\u3067\u5165\u308c\u3066\u3082\u3088\u3044\uff09","**\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u5206\u6790\u8a3c\u660e\u66f8\u306e\u8868\u3001\u898b\u51fa\u3057\u306e\u30ad\u30fc\u3068\u5024\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u54c1\u76ee\u30fb\u30ed\u30c3\u30c8\u30fb\u88fd\u9020\u65e5\u30fb\u4f7f\u7528\u671f\u9650\u3092\u53d6\u308a\u51fa\u3057\u3001\u8a66\u9a13\u9805\u76ee\u3092\u81ea\u793e\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u5b9f\u6e2c\u5024\u3092\u300c\u4e0d\u7b49\u53f7\u30fb\u6570\u5024\u30fb\u5358\u4f4d\u30fb\u5b9a\u6027\u306e\u7d50\u679c\u300d\u306b\u5206\u3051\u3066\u6301\u3064","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u81ea\u793e\u306e\u53d7\u5165\u898f\u683c\u3068\u6bd4\u3079\u3001\u9805\u76ee\u3054\u3068\u306b\u7d50\u679c\u3092\u4ed8\u3051\u308b\u3002\u898f\u683c\u306b\u3042\u3063\u3066\u8a3c\u660e\u66f8\u306b\u7121\u3044\u9805\u76ee\u3092\u62fe\u3046","**\u3010\u81ea\u52d5\u3011** \u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a\u306e\u30ed\u30c3\u30c8\u756a\u53f7\u3068\u7167\u3089\u3059","**\u3010\u4eba\u3011** \u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u3001\u898f\u683c\u5916\u30fb\u8a18\u8f09\u6f0f\u308c\u30fb\u5224\u65ad\u3067\u304d\u306a\u3044\u9805\u76ee\u3060\u3051\u3092\u8a3c\u660e\u66f8\u306e\u753b\u50cf\u3068\u898b\u6bd4\u3079\u308b","**\u3010\u4eba\u3011** \u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3068\u8cfc\u8cb7\u3078\u7d50\u679c\u3092\u8fd4\u3057\u3001\u5fc5\u8981\u306a\u3089\u4ed5\u5165\u5148\u3078\u7167\u4f1a\u3059\u308b"],"architecture":"```\n\u82f1\u6587\u306e\u5206\u6790\u8a3c\u660e\u66f8\uff08PDF\u3002\u4ed5\u5165\u5148\u306e\u30b5\u30a4\u30c8\u307e\u305f\u306f\u8f38\u5165\u5546\u793e\u306e\u30e1\u30fc\u30eb\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30b5\u30a4\u30ba\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\n   \u25bc\nAWS Textract\uff08StartDocumentAnalysis\uff1aTABLES\uff0fFORMS\uff0fQUERIES\uff09\n   \u2502   \u8a66\u9a13\u9805\u76ee\u306e\u8868\uff08\u30bb\u30eb\u30fb\u5217\u898b\u51fa\u3057\uff09\u3001\u898b\u51fa\u3057\u306e\u30ad\u30fc\u3068\u5024\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nClaude API \u2500\u2500 \u8a66\u9a13\u9805\u76ee\u3092\u81ea\u793e\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u3001\u5024\u306e\u5f62\u3092\u305d\u308d\u3048\u308b\n   \u2502   \u2460 \u54c1\u76ee\u3068\u30ed\u30c3\u30c8   \u2461 \u8a66\u9a13\u9805\u76ee\u306e\u5bfe\u5fdc\u4ed8\u3051   \u2462 \u4e0d\u7b49\u53f7\u30fb\u6570\u5024\u30fb\u5358\u4f4d\u30fb\u5b9a\u6027\u306e\u5206\u89e3\n   \u25bc\nPython \u2500\u2500 \u53d7\u5165\u898f\u683c\u306e\u8868\u3068\u6bd4\u3079\u3001\u8a18\u8f09\u6f0f\u308c\u3068\u30ed\u30c3\u30c8\u306e\u98df\u3044\u9055\u3044\u3092\u62fe\u3046\n   \u25bc\n\u5224\u5b9a\uff08in_spec \uff0f out_of_spec \uff0f missing_item \uff0f unit_mismatch \uff0f needs_human\uff09\n   \u25bc\n\u3010\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3092\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 \u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3068\u8cfc\u8cb7\u3078\u9023\u7d61\n   \u2514\u2500\u2500\u25b6 \u4ed5\u5165\u5148\u3078\u306e\u7167\u4f1a\uff08\u82f1\u6587\u306e\u4e0b\u66f8\u304d\uff09\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08StartDocumentAnalysis\uff0fGetDocumentAnalysis\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u8a66\u9a13\u9805\u76ee\u306e\u5bfe\u5fdc\u4ed8\u3051\u3001\u5024\u306e\u5206\u89e3\u3001\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u53d7\u5165\u898f\u683c\u3068\u306e\u6bd4\u8f03\u3001\u8a18\u8f09\u6f0f\u308c\u3068\u30ed\u30c3\u30c8\u306e\u7167\u5408\uff09 | \u54c1\u8cea\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306e\u5224\u5b9a\u306e\u6a5f\u80fd |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u3068\u5b8c\u4e86\u306e\u901a\u77e5\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | Amazon EventBridge |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u5206\u6790\u8a3c\u660e\u66f8\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u7167\u5408\u306e\u7d50\u679c\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u53d7\u5165\u898f\u683c\u306e\u8868\u3068\u54c1\u76ee\u30de\u30b9\u30bf\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u6700\u521d\u306e\u6e96\u5099\u306f\u3001**\u8a66\u9a13\u9805\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7\uff08`Loss on Drying` \u2192 \u6c34\u5206 \u306a\u3069\uff09\u3092\u4f5c\u308b\u3053\u3068**\u3068\u3001**\u53d7\u5165\u898f\u683c\u306e\u8868\u306b\u5358\u4f4d\u3068\u300c\u5b9a\u6027\u3067\u53ef\u304b\u300d\u306e\u5217\u3092\u8db3\u3059\u3053\u3068**\u3067\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u5206\u6790\u8a3c\u660e\u66f8\u304c\u82f1\u6587\u3060\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u306e\u4e0a\u9650\u306e\u8868\u3067\u3001\u5bfe\u5fdc\u8a00\u8a9e\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3068\u3055\u308c\u3001**\u65e5\u672c\u8a9e\u306f\u8aad\u3081\u307e\u305b\u3093\u3002** \u6b27\u5dde\u306e\u4ed5\u5165\u5148\u306e\u30d5\u30e9\u30f3\u30b9\u8a9e\u3084\u30c9\u30a4\u30c4\u8a9e\u306e\u8a3c\u660e\u66f8\u3082\u8aad\u3081\u307e\u3059\u304c\u3001\u624b\u66f8\u304d\u306e\u6587\u5b57\u304c\u8aad\u3081\u308b\u306e\u306f\u82f1\u8a9e\u3060\u3051\u3067\u3059\u3002\n\n**\u3053\u306e\u984c\u6750\u3067\u52b9\u304f\u306e\u306f\u3001\u8868\u306e\u8aad\u307f\u53d6\u308a\uff08`TABLES`\uff09\u3067\u3059\u3002** \u8868\u306f\u30bb\u30eb\u3054\u3068\u306b\u884c\u3068\u5217\u306e\u756a\u53f7\u3068\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u308a\u3001\u30bb\u30eb\u306b\u306f\u5217\u898b\u51fa\u3057\uff08`COLUMN_HEADER`\uff09\u3084\u8868\u984c\u3001\u811a\u6ce8\u3068\u3044\u3063\u305f\u7a2e\u985e\u304c\u4ed8\u304d\u307e\u3059\u3002**`Test Item`\u3001`Specification`\u3001`Result`\u3001`Method` \u306e\u5217\u898b\u51fa\u3057\u3092\u624b\u304c\u304b\u308a\u306b\u3001\u3069\u306e\u5217\u304c\u5b9f\u6e2c\u5024\u304b\u3092\u6c7a\u3081\u3089\u308c\u307e\u3059\u3002**\n\n**\u898b\u51fa\u3057\u306e\u54c1\u76ee\u540d\u30fb\u30ed\u30c3\u30c8\u756a\u53f7\u30fb\u65e5\u4ed8\u306f `FORMS` \u3068 `QUERIES` \u3067\u53d6\u308a\u307e\u3059\u3002** \u8cea\u554f\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3057\u304b\u4f7f\u3048\u306a\u3044\u306e\u3067\u3001**\u30d5\u30e9\u30f3\u30b9\u8a9e\u3084\u30c9\u30a4\u30c4\u8a9e\u306e\u8a3c\u660e\u66f8\u3067\u306f\u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u5168\u6587\u3067\u8aad\u307f\u307e\u3059\u3002** \u540c\u671f\u306e\u51e6\u7406\u306fPDF1\u30da\u30fc\u30b8\u307e\u3067\u306a\u306e\u3067\u3001\u6570\u30da\u30fc\u30b8\u306e\u8a3c\u660e\u66f8\u306b\u5408\u308f\u305b\u3066\u975e\u540c\u671f\u3067\u8aad\u307f\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u5206\u6790\u8a3c\u660e\u66f8\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u8f38\u5165\u5546\u793e\u304b\u3089\u306e\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u308c\u308b\u4ed5\u7d44\u307f\u3092\u7f6e\u304d\u3001\u4ed5\u5165\u5148\u306e\u30b5\u30a4\u30c8\u304b\u3089\u53d6\u3063\u305fPDF\u3082\u540c\u3058\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u308c\u307e\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u307e\u3059\u3002\n\n**\u5165\u8377\u306e\u524d\u306b\u51e6\u7406\u3092\u7d42\u3048\u3066\u304a\u304d\u307e\u3059\u3002** \u5206\u6790\u8a3c\u660e\u66f8\u306f\u5165\u8377\u306e\u6570\u65e5\u524d\u306b\u5c4a\u304f\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001**\u5c4a\u3044\u305f\u6642\u70b9\u3067\u7167\u5408\u3057\u3001\u898f\u683c\u5916\u3084\u8a18\u8f09\u6f0f\u308c\u304c\u3042\u308c\u3070\u5165\u8377\u524d\u306b\u4ed5\u5165\u5148\u3078\u7167\u4f1a\u3067\u304d\u308b**\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u5165\u8377\u3057\u3066\u304b\u3089\u6c17\u3065\u304f\u3068\u3001\u539f\u6599\u304c\u5009\u5eab\u3067\u6b62\u307e\u308a\u307e\u3059\u3002\n\n**\u5165\u8377\u306e\u6642\u70b9\u3067\u8a3c\u660e\u66f8\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u30ed\u30c3\u30c8\u3082\u62fe\u3044\u307e\u3059\u3002** \u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a\u306e\u30c7\u30fc\u30bf\u3068\u7167\u3089\u3057\u3001\u5165\u8377\u4e88\u5b9a\u65e5\u306e3\u65e5\u524d\u306b\u306a\u3063\u3066\u3082\u8a3c\u660e\u66f8\u304c\u7121\u3044\u30ed\u30c3\u30c8\u3092\u3001\u6bce\u671d\u4e00\u89a7\u306b\u3057\u3066\u8cfc\u8cb7\u3078\u8fd4\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5206\u6790\u8a3c\u660e\u66f8 | PDF\u3002\u54c1\u76ee\u3001\u30ed\u30c3\u30c8\u3001\u88fd\u9020\u65e5\u3001\u4f7f\u7528\u671f\u9650\u3001\u8a66\u9a13\u9805\u76ee\u306e\u8868\u3001\u7f72\u540d | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u8868\u3068\u30bb\u30eb\u3001\u5217\u898b\u51fa\u3057\u3001\u30ad\u30fc\u3068\u5024\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u53d7\u5165\u898f\u683c\u306e\u8868 | \u54c1\u76ee\u3054\u3068\u306e\u8a66\u9a13\u9805\u76ee\u3001\u4e0b\u9650\u30fb\u4e0a\u9650\u3001\u5358\u4f4d\u3001\u5b9a\u6027\u3067\u53ef\u304b\u3001\u5fc5\u9808\u304b | \u54c1\u8cea\u7ba1\u7406\u90e8\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n| \u8a66\u9a13\u9805\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7 | \u82f1\u8a9e\u306e\u9805\u76ee\u540d\u306e\u66f8\u304d\u65b9\u3068\u3001\u81ea\u793e\u306e\u9805\u76ee\u30b3\u30fc\u30c9\u306e\u5bfe\u5fdc | \u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n| \u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a | \u54c1\u76ee\u3001\u4ed5\u5165\u5148\u3001\u30ed\u30c3\u30c8\u756a\u53f7\uff08\u5206\u304b\u308c\u3070\uff09\u3001\u5165\u8377\u4e88\u5b9a\u65e5 | \u8cfc\u8cb7\u306e\u767a\u6ce8\u30c7\u30fc\u30bf |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u8a66\u9a13\u9805\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7\u3067\u3059\u3002** \u4e00\u89a7\u304c\u8584\u3044\u3068\u3001AI\u306f\u8fd1\u3044\u540d\u524d\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u3088\u3046\u3068\u3057\u3001**`Total Plate Count` \u3068 `Aerobic Plate Count` \u306f\u540c\u3058\u3067\u3082\u3001`Coliforms` \u3068 `E. coli` \u306f\u5225\u7269\u3067\u3059\u3002** \u4e00\u89a7\u306b\u3042\u308b\u5bfe\u5fdc\u3060\u3051\u3092\u4f7f\u308f\u305b\u3001\u7121\u3044\u3082\u306e\u306f `unmapped` \u3068\u3057\u3066\u4eba\u306b\u898b\u305b\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u8aad\u307f\u53d6\u308a\u306f StartDocumentAnalysis \u306bS3\u306e\u5834\u6240\u3068 `FeatureTypes` \u3092\u6e21\u3057\u3066\u59cb\u3081\u307e\u3059\u3002**\u5b8c\u4e86\u306f `NotificationChannel` \u306b\u6307\u5b9a\u3057\u305f Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u306b\u901a\u77e5\u3055\u308c\u3001\u72b6\u614b\u304c `SUCCEEDED` \u306a\u3089 GetDocumentAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002**\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `TABLES`\u3001`FORMS`\u3001`QUERIES`\uff08\u82f1\u8a9e\u306e\u3068\u304d\uff09 | \u8a66\u9a13\u9805\u76ee\u306e\u8868\u3001\u898b\u51fa\u3057\u306e\u54c1\u76ee\u3068\u30ed\u30c3\u30c8 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u30ed\u30c3\u30c8\u3084\u65e5\u4ed8\u3092\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u54c1\u76ee\u30b3\u30fc\u30c9\u3068\u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u8a3c\u660e\u66f8\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u54c1\u76ee\u30b3\u30fc\u30c9 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u54c1\u76ee\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `PRODUCT_NAME` | What is the product name? |\n| `LOT_NO` | What is the lot or batch number? |\n| `MFG_DATE` | What is the manufacturing date? |\n| `EXPIRY_DATE` | What is the expiry or retest date? |\n| `ISSUE_DATE` | What is the date of this certificate? |\n| `APPROVED_BY` | Who approved this certificate? |\n\n**\u8a66\u9a13\u9805\u76ee\u306e\u8868\u306f\u3001\u30bb\u30eb\u306e\u884c\u3068\u5217\u306e\u756a\u53f7\u3067\u7d44\u307f\u7acb\u3066\u76f4\u3057\u307e\u3059\u3002** \u5217\u898b\u51fa\u3057\u306e\u4ed8\u3044\u305f\u30bb\u30eb\u304b\u3089\u3001`Specification` \u306e\u5217\u3068 `Result` \u306e\u5217\u3092\u6c7a\u3081\u3001**\u884c\u3054\u3068\u306b\u300c\u9805\u76ee\u540d\u30fb\u4ed5\u5165\u5148\u306e\u898f\u683c\u30fb\u5b9f\u6e2c\u5024\u30fb\u8a66\u9a13\u65b9\u6cd5\u300d\u306e4\u3064\u7d44\u306b\u3057\u307e\u3059\u3002** \u7d50\u5408\u30bb\u30eb\u3067\u9805\u76ee\u540d\u304c\u8907\u6570\u306e\u884c\u306b\u307e\u305f\u304c\u308b\u8868\u3082\u3042\u308b\u306e\u3067\u3001\u7d50\u5408\u30bb\u30eb\u306e\u95a2\u4fc2\u3082\u305f\u3069\u308a\u307e\u3059\u3002\n\n**\u8cea\u554f\u306e\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308a\u307e\u3059\u3002** \u30ed\u30c3\u30c8\u756a\u53f7\u304c\u7a7a\u306a\u3089\u3001\u8868\u306e\u4e0a\u306e\u5168\u6587\u304b\u3089 `Batch` `Lot` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002\n\n\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u307e\u3059\u3002`NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u3001\u5f8c\u534a\u306e\u30da\u30fc\u30b8\u306e\u8868\u304c\u629c\u3051\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u4ed5\u5165\u5148\u306b\u89e3\u9664\u3092\u983c\u307f\u307e\u3059**\n3. **\u30b5\u30a4\u30ba\u3068\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001PDF\u3068TIFF\u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\n4. **\u30b9\u30ad\u30e3\u30f3\u306e\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u6587\u5b57\u306e\u9ad8\u3055\u306f\u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\u3067\u3001150 DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u5fae\u751f\u7269\u306e\u5358\u4f4d\u306e\u4e0a\u4ed8\u304d\u306e\u6570\u5b57\uff0810\u00b3\uff09\u306f\u5c0f\u3055\u304f\u3001\u4e0b\u56de\u308a\u3084\u3059\u3044\u7b87\u6240\u3067\u3059**\n5. **1\u901a\u306b\u8907\u6570\u306e\u30ed\u30c3\u30c8\u304c\u306a\u3044\u304b\u306e\u78ba\u8a8d** \u2026 \u30ed\u30c3\u30c8\u3054\u3068\u306b\u5217\u304c\u4e26\u3076\u8a3c\u660e\u66f8\u306f\u3001\u5217\u3054\u3068\u306b\u5206\u3051\u3066\u6271\u3044\u307e\u3059\n6. **\u54c1\u76ee\u306e\u7279\u5b9a** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u304b\u8f38\u5165\u5546\u793e\u306e\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u304b\u3089\u54c1\u76ee\u30b3\u30fc\u30c9\u3092\u5f15\u304d\u3001\u53d7\u5165\u898f\u683c\u306e\u8868\u3092\u9078\u3073\u307e\u3059\n\n**4\u756a\u76ee\u306f\u3001\u4ed5\u5165\u5148\u306bPDF\u306e\u5143\u30c7\u30fc\u30bf\u3067\u9001\u3063\u3066\u3082\u3089\u3046\u306e\u304c\u3044\u3061\u3070\u3093\u78ba\u5b9f\u3067\u3059\u3002** \u30b9\u30ad\u30e3\u30f3\u3057\u305f\u7d19\u3067\u306f\u306a\u304f\u3001\u4f5c\u6210\u5143\u306ePDF\u306a\u3089\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u554f\u984c\u306f\u307b\u3068\u3093\u3069\u8d77\u304d\u307e\u305b\u3093\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u8868\u306e\u5404\u884c\u3092\u81ea\u793e\u306e\u8a66\u9a13\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u3001\u5b9f\u6e2c\u5024\u3092\u300c\u4e0d\u7b49\u53f7\u30fb\u6570\u5024\u30fb\u5358\u4f4d\u30fb\u5b9a\u6027\u306e\u7d50\u679c\u300d\u306b\u5206\u3051\u3066\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u898f\u683c\u3068\u306e\u6bd4\u8f03\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u898b\u308b\u3082\u306e | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u54c1\u76ee\u30fb\u30ed\u30c3\u30c8\u30fb\u65e5\u4ed8 | \u539f\u6587\u306e\u307e\u307e\u3002\u65e5\u4ed8\u306f\u9806\u5e8f\u304c\u6c7a\u307e\u308b\u3068\u304d\u3060\u3051\u89e3\u91c8 | `03\/04\/2026` \u306e\u3088\u3046\u306b\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u8a66\u9a13\u9805\u76ee | \u5225\u540d\u306e\u4e00\u89a7\u3067\u81ea\u793e\u306e\u9805\u76ee\u30b3\u30fc\u30c9\u306b\u5bfe\u5fdc\u4ed8\u3051\u308b | \u4e00\u89a7\u306b\u7121\u3051\u308c\u3070 `unmapped` |\n| \u5b9f\u6e2c\u5024 | \u4e0d\u7b49\u53f7\uff08`<` `\u2264` `>`\uff09\u3001\u6570\u5024\u3001\u5358\u4f4d\u3001\u5b9a\u6027\u306e\u7d50\u679c\u306b\u5206\u3051\u308b | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u5b9a\u6027\u306e\u7d50\u679c | `Negative`\u3001`ND`\u3001`Absent`\u3001`Conforms` \u3092\u533a\u5225\u3057\u3066\u6b8b\u3059 | \u6570\u5024\u304c\u7121\u304f `Conforms` \u3060\u3051\u306a\u3089 `qualitative_only` |\n| \u8a66\u9a13\u65b9\u6cd5 | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n\n**`<10` \u306f\u300c10\u672a\u6e80\u300d\u3067\u300110\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u4e0d\u7b49\u53f7\u3092\u843d\u3068\u3059\u3068\u3001\u4e0a\u965010\u306e\u898f\u683c\u3067\u300c10\uff1d\u4e0a\u9650\u3061\u3087\u3046\u3069\u300d\u3068\u8aad\u307f\u9055\u3048\u307e\u3059\u3002**`ND` \u3068 `Negative` \u3082\u3001\u691c\u51fa\u9650\u754c\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u6dfb\u3048\u307e\u3059\u3002** \u691c\u51fa\u9650\u754c\u304c\u81ea\u793e\u306e\u898f\u683c\u5024\u3088\u308a\u9ad8\u3044\u306a\u3089\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c `needs_human` \u306b\u3057\u307e\u3059\u3002\n\n**`Conforms` \u3060\u3051\u306e\u884c\u306f\u3001\u8a18\u8f09\u6f0f\u308c\u306e\u4e00\u7a2e\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002** \u6570\u5024\u304c\u7121\u3044\u306e\u3067\u81ea\u793e\u306e\u898f\u683c\u3067\u6bd4\u3079\u76f4\u305b\u307e\u305b\u3093\u3002**\u53d7\u5165\u898f\u683c\u306e\u8868\u3067\u300c\u5b9a\u6027\u3067\u53ef\u300d\u3068\u3057\u305f\u9805\u76ee\u4ee5\u5916\u306f\u3001\u4ed5\u5165\u5148\u306b\u5b9f\u6e2c\u5024\u3092\u6c42\u3081\u308b\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u81ea\u793e\u306e\u898f\u683c\u3068\u306e\u6bd4\u8f03\u3001\u5408\u5426\u306e\u5224\u65ad | \u898f\u683c\u5024\u306e\u6bd4\u8f03\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3002\u53d7\u5165\u306e\u5224\u5b9a\u306f\u54c1\u8cea\u7ba1\u7406\u306e\u8cac\u4efb\u8005 |\n| \u5358\u4f4d\u306e\u63db\u7b97\uff08`ppm` \u2194 `mg\/kg`\u3001`%` \u2194 `ppm`\uff09 | \u63db\u7b97\u306e\u53ef\u5426\u306f\u54c1\u8cea\u7ba1\u7406\u90e8\u304c\u6c7a\u3081\u308b\u3002\u63db\u7b97\u306e\u8868\u3067 Python \u304c\u884c\u3046 |\n| \u4e0d\u7b49\u53f7\u3092\u843d\u3068\u3057\u305f\u6570\u5024\u5316 | \u4e0a\u9650\u3061\u3087\u3046\u3069\u3068\u8aad\u307f\u9055\u3048\u308b |\n| \u4ed5\u5165\u5148\u306e\u898f\u683c\u6b04\u306e\u5024\u3092\u5b9f\u6e2c\u5024\u3068\u3057\u3066\u6271\u3046\u3053\u3068 | \u898f\u683c\u3068\u7d50\u679c\u306e\u5217\u3092\u53d6\u308a\u9055\u3048\u308b\u3068\u3001\u5168\u884c\u304c\u5408\u683c\u306b\u898b\u3048\u308b |\n| \u5225\u540d\u306e\u4e00\u89a7\u306b\u7121\u3044\u9805\u76ee\u306e\u63a8\u6e2c\u306b\u3088\u308b\u5bfe\u5fdc\u4ed8\u3051 | \u8fd1\u3044\u540d\u524d\u306e\u5225\u306e\u9805\u76ee\u306b\u4ed8\u304f |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u5217\u898b\u51fa\u3057\u304c\u7121\u3044\u8868\u3084\u3001\u898f\u683c\u3068\u7d50\u679c\u304c1\u3064\u306e\u30bb\u30eb\u306b `\u2264 0.5% \/ 0.21%` \u3068\u66f8\u304b\u308c\u305f\u8868\u3067\u3001**\u898f\u683c\u306e\u5024\u3092\u5b9f\u6e2c\u5024\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059\u3068\u3001\u3069\u306e\u884c\u3082\u898f\u683c\u3061\u3087\u3046\u3069\u306e\u5024\u306b\u306a\u308a\u3001\u5168\u90e8\u304c\u5408\u683c\u306b\u898b\u3048\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u98df\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u3001\u6d77\u5916\u306e\u539f\u6599\u30e1\u30fc\u30ab\u30fc\u306e\u5206\u6790\u8a3c\u660e\u66f8\uff08CoA\uff09\u3092\n\u81ea\u793e\u306e\u8a66\u9a13\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\nheader\uff1aproduct_name\u3001lot_no\u3001mfg_date\u3001expiry_date\u3001issue_date\u3001approved_by\ntests\uff1a\u8868\u306e\u5404\u884c\u306b\u3064\u3044\u3066\u3001\u6b21\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  item_raw\uff08\u539f\u6587\u306e\u9805\u76ee\u540d\uff09\u3001item_code\uff08\u5225\u540d\u306e\u4e00\u89a7\u3067\u5bfe\u5fdc\u3059\u308b\u81ea\u793e\u306e\u9805\u76ee\u30b3\u30fc\u30c9\uff09\u3001\n  supplier_spec_raw\uff08\u4ed5\u5165\u5148\u306e\u898f\u683c\u6b04\u306e\u6587\u5b57\u5217\uff09\u3001result_raw\uff08\u7d50\u679c\u6b04\u306e\u6587\u5b57\u5217\uff09\u3001\n  operator\uff08< \/ <= \/ > \/ >= \/ = \/ none\uff09\u3001value\uff08\u6570\u5024\uff09\u3001unit\u3001\n  qualitative\uff08negative \/ not_detected \/ absent \/ conforms \/ none\uff09\u3001\n  detection_limit\u3001method_raw\u3001status\u3001source\uff08\u8868\u306e\u884c\u3068\u5217\u306e\u756a\u53f7\uff09\n\n\u3010\u5bfe\u5fdc\u4ed8\u3051\u306e\u898f\u5247\u3011\n- item_code \u306f\u3001\u5225\u540d\u306e\u4e00\u89a7\u306b\u5b8c\u5168\u306b\u4e00\u81f4\u3059\u308b\u304b\u3001\u4e00\u89a7\u306b\u66f8\u304b\u308c\u305f\u5225\u540d\u3068\u4e00\u81f4\u3059\u308b\u3068\u304d\u3060\u3051\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4e00\u89a7\u306b\u7121\u3044\u9805\u76ee\u540d\u306f item_code \u3092\u7a7a\u306b\u3057\u3001status \u3092 unmapped \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4f3c\u305f\u540d\u524d\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5024\u306e\u6271\u3044\u3011\n- result_raw \u306f\u7d50\u679c\u6b04\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4ed5\u5165\u5148\u306e\u898f\u683c\u6b04\u306e\u5024\u3092 value \u306b\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u898f\u683c\u6b04\u3068\u7d50\u679c\u6b04\u306e\n  \u533a\u5225\u304c\u3064\u304b\u306a\u3044\u884c\u306f status \u3092 ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4e0d\u7b49\u53f7\u3092\u843d\u3068\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\"<10\" \u306f operator \"<\"\u3001value 10 \u3067\u3059\u3002\n- \u5358\u4f4d\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u305f\u5358\u4f4d\u3092\u305d\u306e\u307e\u307e unit \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7d50\u679c\u6b04\u304c Conforms \/ Complies \u3060\u3051\u3067\u6570\u5024\u304c\u7121\u3044\u884c\u306f\u3001\n  qualitative \u3092 conforms\u3001value \u3092\u7a7a\u3001status \u3092 qualitative_only \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u898f\u683c\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3001\u53d7\u3051\u5165\u308c\u3066\u3088\u3044\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8aad\u3081\u306a\u3044\u6570\u5024\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002status \u3092 unreadable \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u306f\u66f8\u304b\u308c\u305f\u6587\u5b57\u5217\u3092\u6b8b\u3057\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306f ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- 1\u901a\u306b\u8907\u6570\u306e\u30ed\u30c3\u30c8\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30ed\u30c3\u30c8\u3054\u3068\u306b tests \u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_tables_and_forms}\n\u3010\u8a66\u9a13\u9805\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7\u3011{item_alias_list}\n```\n\n**\u300c\u4f3c\u305f\u540d\u524d\u306e\u9805\u76ee\u306b\u5bfe\u5fdc\u4ed8\u3051\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u5bfe\u5fdc\u4ed8\u3051\u307e\u3059\u3002** `Coliforms` \u3092\u4e00\u89a7\u306e `E. coli` \u306b\u5bc4\u305b\u308b\u3001`Lead` \u3092 `Heavy Metals (as Pb)` \u306b\u5bc4\u305b\u308b\u3002**\u3069\u3061\u3089\u3082\u5225\u306e\u8a66\u9a13\u3067\u3001\u5bc4\u305b\u305f\u77ac\u9593\u306b\u300c\u91cd\u91d1\u5c5e\u306e\u8a18\u8f09\u6f0f\u308c\u300d\u304c\u898b\u3048\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"item_code\": \"\",\n  \"header\": { \"product_name\": \"\", \"lot_no\": \"\", \"mfg_date_raw\": \"\", \"expiry_date_raw\": \"\", \"status\": \"\" },\n  \"lots\": [\n    {\n      \"lot_no\": \"\",\n      \"tests\": [\n        { \"item_raw\": \"Loss on Drying\", \"item_code\": \"MOIST\", \"supplier_spec_raw\": \"<= 8.0%\",\n          \"result_raw\": \"6.2%\", \"operator\": \"=\", \"value\": 6.2, \"unit\": \"%\",\n          \"qualitative\": \"none\", \"detection_limit\": \"\", \"status\": \"ok\", \"source\": \"T1:R5\" }\n      ]\n    }\n  ],\n  \"inquiry_draft\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u6bd4\u8f03\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u53d7\u5165\u898f\u683c\u306e\u8868\u3068 `tests` \u3092\u7a81\u304d\u5408\u308f\u305b\u3001\u81ea\u793e\u306e\u9805\u76ee\u3054\u3068\u306b\u7d50\u679c\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u7d50\u679c | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `in_spec` | \u5358\u4f4d\u304c\u898f\u683c\u3068\u540c\u3058\u3067\u3001\u4e0d\u7b49\u53f7\u3068\u6570\u5024\u304c\u81ea\u793e\u306e\u4e0b\u9650\u30fb\u4e0a\u9650\u306b\u53ce\u307e\u308b |\n| `out_of_spec` | \u81ea\u793e\u306e\u4e0b\u9650\u30fb\u4e0a\u9650\u3092\u5916\u308c\u308b\u3002**\u4ed5\u5165\u5148\u306e\u898f\u683c\u3067\u306f\u5408\u683c\u3067\u3082\u4ed8\u304f** |\n| `missing_item` | \u81ea\u793e\u306e\u898f\u683c\u3067\u5fc5\u9808\u306e\u9805\u76ee\u304c `tests` \u306b\u7121\u3044 |\n| `qualitative_only` | \u6570\u5024\u304c\u7121\u304f\u3001\u81ea\u793e\u306e\u898f\u683c\u3067\u5b9a\u6027\u3092\u8a8d\u3081\u3066\u3044\u306a\u3044 |\n| `unit_mismatch` | \u5358\u4f4d\u304c\u9055\u3044\u3001\u63db\u7b97\u306e\u8868\u306b\u7121\u3044 |\n| `needs_human` | `unmapped`\u3001`ambiguous`\u3001`unreadable`\u3001\u691c\u51fa\u9650\u754c\u304c\u898f\u683c\u5024\u3088\u308a\u9ad8\u3044 |\n\n**2\u3064\u76ee\u306f\u3001`missing_item` \u3092\u51fa\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u53d7\u5165\u898f\u683c\u306e\u8868\u304c\u300c\u3053\u306e\u54c1\u76ee\u3067\u5fc5\u9808\u306e\u9805\u76ee\u300d\u3092\u6301\u3063\u3066\u3044\u308b\u306e\u3067\u3001**`tests` \u306b\u7121\u3044\u9805\u76ee\u3092\u8868\u306e\u5074\u304b\u3089\u6570\u3048\u3089\u308c\u307e\u3059\u3002** \u66f8\u304b\u308c\u3066\u3044\u308b\u884c\u3060\u3051\u3092\u898b\u3066\u3044\u305f\u76ee\u8996\u3067\u306f\u3001\u3053\u3053\u304c\u62fe\u3048\u307e\u305b\u3093\u3067\u3057\u305f\u3002\n\n**3\u3064\u76ee\u306f\u3001`source` \u3067\u6839\u62e0\u3092\u305f\u3069\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `T1:R5` \u306a\u30891\u3064\u76ee\u306e\u8868\u306e5\u884c\u76ee\u3067\u3001\u62c5\u5f53\u8005\u306f\u753b\u50cf\u306e\u305d\u306e\u884c\u3060\u3051\u3092\u898b\u308c\u3070\u6e08\u307f\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u8a3c\u660e\u66f8\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3057\u3066 AWS Lambda \u3092\u52d5\u304b\u3059 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u975e\u540c\u671f\uff09 | \u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u3067\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u8a66\u9a13\u9805\u76ee\u306e\u5bfe\u5fdc\u4ed8\u3051\u3001\u5024\u306e\u5206\u89e3\u3001\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d |\n| \u53d7\u5165\u898f\u683c\u306e\u8868 | \u8aad\u307f\u53d6\u308a | \u54c1\u76ee\u3054\u3068\u306e\u8a66\u9a13\u9805\u76ee\u3001\u898f\u683c\u5024\u3001\u5358\u4f4d\u3092\u5f15\u304f |\n| \u767a\u6ce8\u30fb\u5165\u8377\u4e88\u5b9a | \u8aad\u307f\u53d6\u308a | \u30ed\u30c3\u30c8\u3068\u5165\u8377\u4e88\u5b9a\u65e5\u3092\u7167\u3089\u3059 |\n| \u53d7\u5165\u691c\u67fb\u306e\u8a18\u9332 | \u66f8\u304d\u8fbc\u307f\uff08\u7167\u5408\u7d50\u679c\u306e\u6b04\uff09 | \u9805\u76ee\u3054\u3068\u306e\u7d50\u679c\u3068\u6839\u62e0\u3092\u66f8\u304f |\n\n**\u53d7\u5165\u691c\u67fb\u306e\u8a18\u9332\u306b\u306f\u300c\u7167\u5408\u7d50\u679c\u300d\u306e\u6b04\u306b\u3060\u3051\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002** \u53d7\u5165\u306e\u5224\u5b9a\u306e\u6b04\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u8cac\u4efb\u8005\u304c\u8a18\u5165\u3057\u307e\u3059\u3002**\u53d7\u5165\u898f\u683c\u306e\u8868\u306b\u3082\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u898f\u683c\u5024\u3092\u5909\u3048\u308b\u306e\u306f\u54c1\u8cea\u7ba1\u7406\u90e8\u306e\u624b\u7d9a\u304d\u3067\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`out_of_spec`\u3001`missing_item`\u3001`qualitative_only`\u3001`unit_mismatch`\u3001`needs_human` \u306e\u4ed8\u3044\u305f\u9805\u76ee\u3067\u3059\u3002** `in_spec` \u306e\u884c\u306f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`out_of_spec` \u306e\u6839\u62e0\u3092\u78ba\u304b\u3081\u308b** \u2026 \u753b\u50cf\u306e\u8a72\u5f53\u306e\u884c\u3067\u3001\u5b9f\u6e2c\u5024\u306e\u5217\u3092\u6b63\u3057\u304f\u8aad\u3093\u3067\u3044\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u898f\u683c\u306e\u5217\u3092\u8aad\u3093\u3067\u3044\u306a\u3044\u304b\u3092\u6700\u521d\u306b\u78ba\u304b\u3081\u307e\u3059**\n2. **`missing_item` \u3068 `qualitative_only` \u3092\u307e\u3068\u3081\u308b** \u2026 \u4ed5\u5165\u5148\u306b\u5b9f\u6e2c\u5024\u3092\u6c42\u3081\u308b\u9805\u76ee\u3068\u3057\u3066\u3001\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d\u306b\u5165\u308c\u307e\u3059\n3. **`needs_human` \u3092\u7247\u4ed8\u3051\u308b** \u2026 `unmapped` \u306f\u5225\u540d\u306e\u4e00\u89a7\u306b\u8db3\u3059\u304b\u3092\u6c7a\u3081\u3001\u691c\u51fa\u9650\u754c\u306e\u554f\u984c\u306f\u8cac\u4efb\u8005\u306b\u4e0a\u3052\u307e\u3059\n4. **\u53d7\u5165\u691c\u67fb\u306e\u62c5\u5f53\u3068\u8cfc\u8cb7\u3078\u8fd4\u3059** \u2026 \u9805\u76ee\u3054\u3068\u306e\u7d50\u679c\u3068\u7167\u4f1a\u306e\u72b6\u6cc1\u3092\u6e21\u3057\u307e\u3059\n\n**1\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u898f\u683c\u5916\u3068\u51fa\u305f\u5024\u304c\u3001\u5b9f\u306f\u898f\u683c\u306e\u5217\u306e\u5024\u3060\u3063\u305f\u3001\u3068\u3044\u3046\u8aa4\u308a\u306f\u3053\u306e\u78ba\u8a8d\u3067\u62fe\u3048\u307e\u3059\u3002**\u9006\u5411\u304d\u306e\u8aa4\u308a\uff08\u898f\u683c\u5916\u306e\u5024\u3092\u5408\u683c\u3068\u8aad\u3080\uff09\u306f\u3001\u7167\u5408\u306e\u898f\u5247\u3068\u5217\u898b\u51fa\u3057\u306e\u6271\u3044\u3067\u9632\u304e\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u4ed5\u5165\u5148\u306b\u89e3\u9664\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u8a3c\u660e\u66f8\uff08\u4e2d\u56fd\u8a9e\u306a\u3069\uff09 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u306e\u8a3c\u660e\u66f8 | \u8cea\u554f\u3092\u5916\u3057\u3001\u8868\u3068\u30ad\u30fc\u3068\u5024\u3068\u5168\u6587\u3067\u8aad\u3080 |\n| \u5217\u898b\u51fa\u3057\u306e\u7121\u3044\u8868 | \u5217\u306e\u5f79\u5272\u304c\u6c7a\u307e\u3089\u306a\u3044\u306e\u3067\u3001\u5168\u884c\u3092 `ambiguous` \u306b\u3057\u3066\u4eba\u3078 |\n| 1\u901a\u306b\u8907\u6570\u306e\u30ed\u30c3\u30c8 | \u30ed\u30c3\u30c8\u3054\u3068\u306b\u5206\u3051\u308b\u3002\u5206\u3051\u3089\u308c\u306a\u3051\u308c\u3070 `needs_human` |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n| \u30ed\u30c3\u30c8\u756a\u53f7\u304c\u5165\u8377\u4e88\u5b9a\u3068\u5408\u308f\u306a\u3044 | \u7167\u5408\u3092\u6b62\u3081\u3001\u8cfc\u8cb7\u3078\u78ba\u304b\u3081\u308b |\n| \u5165\u8377\u4e88\u5b9a\u65e5\u306e3\u65e5\u524d\u306b\u8a3c\u660e\u66f8\u304c\u7121\u3044 | \u6bce\u671d\u306e\u4e00\u89a7\u3067\u8cfc\u8cb7\u3078\u8fd4\u3059 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u304c\u3001\u4ed5\u5165\u5148\u30921\u793e\u8db3\u3059\u305f\u3073\u306b\u51fa\u307e\u3059\u3002** \u4e00\u5ea6\u62c5\u5f53\u8005\u304c\u5217\u306e\u5f79\u5272\u3092\u6c7a\u3081\u305f\u3089\u3001**\u305d\u306e\u4ed5\u5165\u5148\u306e\u66f8\u5f0f\u3068\u3057\u3066\u5217\u306e\u4f4d\u7f6e\u3092\u8a18\u9332\u3057\u3001\u6b21\u304b\u3089\u4f7f\u3044\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u5206\u6790\u8a3c\u660e\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u4ed5\u5165\u5148\u3001\u54c1\u76ee\u30b3\u30fc\u30c9\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u4f7f\u3063\u305f\u8cea\u554f\u306e\u4e00\u89a7\n- Claude API \u304c\u8fd4\u3057\u305fJSON\uff08`tests` \u306e\u5168\u884c\uff09\n- Python \u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u53d7\u5165\u898f\u683c\u306e\u8868\u306e\u7248**\n- **\u62c5\u5f53\u8005\u304c\u7d50\u679c\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u4ed5\u5165\u5148\u3078\u306e\u7167\u4f1a\u3068\u56de\u7b54\u3001\u518d\u767a\u884c\u3055\u308c\u305f\u8a3c\u660e\u66f8\u3068\u306e\u5bfe\u5fdc\n\n**\u53d7\u5165\u898f\u683c\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u898f\u683c\u5024\u304c\u6539\u5b9a\u3055\u308c\u308b\u305f\u3081\u3067\u3059\u3002** \u6539\u5b9a\u306e\u524d\u5f8c\u3067\u540c\u3058\u5024\u306e\u5224\u5b9a\u304c\u5909\u308f\u308a\u3001**\u5f53\u6642\u306e\u7248\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u904e\u53bb\u306e\u53d7\u5165\u306e\u6839\u62e0\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u5206\u6790\u8a3c\u660e\u66f8\u304b\u308920\u901a\u3092\u9078\u3076\uff08**`Conforms` \u3060\u3051\u306e\u884c\u304c\u3042\u308b\u3082\u306e\u3001`<10` \u3084 `ND` \u304c\u3042\u308b\u3082\u306e\u3001\u4ed5\u5165\u5148\u306e\u898f\u683c\u304c\u81ea\u793e\u3088\u308a\u7de9\u3044\u3082\u306e**\u3092\u5fc5\u305a\u5165\u308c\u308b\uff09\n2. \u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u306b1\u901a\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u3001\u300c\u8a66\u9a13\u9805\u76ee\u3054\u3068\u306b\u3001\u9805\u76ee\u540d\u30fb\u4ed5\u5165\u5148\u306e\u898f\u683c\u30fb\u7d50\u679c\u3092\u5206\u3051\u3066\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7d50\u679c\u306f\u4e0d\u7b49\u53f7\u3068\u5358\u4f4d\u3092\u843d\u3068\u3055\u305a\u306b\u66f8\u304d\u3001\u6570\u5024\u304c\u7121\u3044\u3082\u306e\u306f\u300e\u6570\u5024\u306a\u3057\u300f\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u898f\u683c\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u8868\u3092\u3001\u53d7\u5165\u898f\u683c\u306e\u8868\u3068\u624b\u3067\u898b\u6bd4\u3079\u308b\n4. \u5f53\u6642\u306e\u53d7\u5165\u691c\u67fb\u306e\u8a18\u9332\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**20\u901a\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u4ed5\u7d44\u307f\u3092\u7d44\u3080\u524d\u306b\u3001**\u898f\u683c\u306e\u5217\u3068\u7d50\u679c\u306e\u5217\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u7d50\u679c\u306e\u5217\u3092\u6b63\u3057\u304f\u53d6\u308a\u51fa\u3057\u305f | **OCR\u306eAPI\u3068\u7167\u5408\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u898f\u683c\u306e\u5024\u3092\u7d50\u679c\u3068\u3057\u3066\u53d6\u308a\u51fa\u3057\u305f | \u5217\u898b\u51fa\u3057\u306e\u6271\u3044\u3092\u6307\u793a\u3067\u76f4\u3059\u3002**\u76f4\u308b\u307e\u3067\u5148\u306b\u9032\u307e\u306a\u3044** |\n| \u4e0d\u7b49\u53f7\u3092\u843d\u3068\u3057\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n\n**2\u884c\u76ee\u304c\u51fa\u305f\u3089\u3001\u305d\u306e\u8a3c\u660e\u66f8\u306e\u8868\u306b\u5217\u898b\u51fa\u3057\u304c\u3042\u308b\u304b\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002** \u5217\u898b\u51fa\u3057\u304c\u7121\u3044\u8868\u3084\u3001\u898f\u683c\u3068\u7d50\u679c\u304c1\u3064\u306e\u30bb\u30eb\u306b\u307e\u3068\u307e\u3063\u305f\u8868\u3067\u8d77\u304d\u3084\u3059\u3044\u8aa4\u308a\u3067\u3059\u3002**\u4ed5\u5165\u5148\u3054\u3068\u306b\u3069\u306e\u66f8\u5f0f\u3067\u5c4a\u304f\u304b\u3092\u3001\u3053\u306e20\u901a\u3067\u6570\u3048\u3066\u304a\u304f\u3068\u3001\u7b2c7\u7ae0\u306e\u4f8b\u5916\u51e6\u7406\u306e\u4ef6\u6570\u304c\u898b\u7a4d\u3082\u308c\u307e\u3059\u3002**","minimal_setup_short":"\u8a3c\u660e\u66f8\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u8a66\u9a13\u9805\u76ee\u306e\u8868\u3092\u4f5c\u3089\u305b\u308b \uff0f 1\u901a\u3054\u3068\u306e\u8868\u306e\u53d6\u308a\u51fa\u3057","semi_auto_setup":"\u4e0a\u8a18\uff0b\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u8d77\u70b9\u306b AWS Textract \u3067\u8aad\u307f\u3001\u53d7\u5165\u898f\u683c\u3068\u7167\u5408\u3057\u3066\u8a18\u8f09\u6f0f\u308c\u307e\u3067\u51fa\u3059 \uff0f \u8aad\u307f\u53d6\u308a\u3001\u5bfe\u5fdc\u4ed8\u3051\u3001\u7167\u5408\u3001\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d","full_setup":"\u4e0a\u8a18\uff0b\u4ed5\u5165\u5148\u3054\u3068\u306e\u66f8\u5f0f\u306e\u8a18\u9332\u3001\u8a3c\u660e\u66f8\u306e\u672a\u7740\u306e\u81ea\u52d5\u306e\u50ac\u4fc3\u3001\u4ed5\u5165\u5148\u3054\u3068\u306e\u898f\u683c\u5916\u306e\u50be\u5411\u306e\u96c6\u8a08 \uff0f \u8a3c\u660e\u66f8\u306e\u53d7\u9818\u304b\u3089\u4ed5\u5165\u5148\u306e\u8a55\u4fa1\u306e\u6750\u6599\u307e\u3067","level_note":"**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u7167\u5408\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u62c5\u5f53\u8005\u306f\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3092\u78ba\u304b\u3081\u3066\u9023\u7d61\u3057\u307e\u3059\u3002**1\u4ef618\u5206\u304c6\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u4ed5\u5165\u5148\u306e\u5074\u306e\u7ba1\u7406\u3067\u3059\u3002** \u898f\u683c\u5916\u3084\u8a18\u8f09\u6f0f\u308c\u304c\u591a\u3044\u4ed5\u5165\u5148\u3092\u96c6\u8a08\u3057\u3001**\u8cfc\u8cb7\u304c\u4ed5\u5165\u5148\u306e\u8a55\u4fa1\u306e\u5834\u3067\u793a\u3059\u6750\u6599**\u306b\u3057\u307e\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30922\u301c3\u304b\u6708\u56de\u3059\u3068\u3001`unmapped` \u306e\u591a\u3044\u4ed5\u5165\u5148\u3068\u3001`qualitative_only` \u3092\u7e70\u308a\u8fd4\u3059\u4ed5\u5165\u5148\u304c\u5148\u306b\u5206\u304b\u308a\u307e\u3059\u3002**\u305d\u3053\u306b\u66f8\u5f0f\u306e\u76f8\u8ac7\u3092\u3057\u3066\u304b\u3089\u672c\u683c\u69cb\u6210\u306b\u9032\u3080\u307b\u3046\u304c\u3001\u7167\u4f1a\u306e\u5f80\u5fa9\u304c\u6e1b\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u898f\u683c\u306e\u5217\u306e\u5024\u3092\u5b9f\u6e2c\u5024\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059 | **\u5217\u898b\u51fa\u3057\u3067\u5217\u306e\u5f79\u5272\u3092\u6c7a\u3081\u3001\u6c7a\u307e\u3089\u306a\u3044\u8868\u306f `ambiguous`** |\n| \u8a3c\u660e\u66f8\u306e `Conforms` \u3092\u5199\u3057\u3066\u5408\u683c\u3068\u3059\u308b | \u5b9f\u6e2c\u5024\u3092\u81ea\u793e\u306e\u898f\u683c\u3067\u6bd4\u3079\u76f4\u3059\u3002\u6570\u5024\u304c\u7121\u3051\u308c\u3070 `qualitative_only` |\n| \u4e0d\u7b49\u53f7\u3092\u843d\u3068\u3057\u3066\u4e0a\u9650\u3061\u3087\u3046\u3069\u3068\u8aad\u3080 | \u4e0d\u7b49\u53f7\u3092\u5225\u306e\u9805\u76ee\u306b\u5206\u3051\u3066\u6301\u3064 |\n| \u8fd1\u3044\u540d\u524d\u306e\u5225\u306e\u8a66\u9a13\u306b\u5bfe\u5fdc\u4ed8\u3051\u308b | \u5225\u540d\u306e\u4e00\u89a7\u306b\u3042\u308b\u5bfe\u5fdc\u3060\u3051\u3092\u4f7f\u308f\u305b\u3001\u7121\u3044\u3082\u306e\u306f `unmapped` |\n| \u5358\u4f4d\u304c\u9055\u3046\u3082\u306e\u3092\u6bd4\u3079\u308b | \u63db\u7b97\u306e\u8868\u306b\u3042\u308b\u7d44\u307f\u5408\u308f\u305b\u3060\u3051 Python \u304c\u63db\u7b97\u3057\u3001\u7121\u3051\u308c\u3070 `unit_mismatch` |\n| `ND` \u306e\u691c\u51fa\u9650\u754c\u304c\u898f\u683c\u5024\u3088\u308a\u9ad8\u3044 | \u691c\u51fa\u9650\u754c\u3092\u6dfb\u3048\u3001\u898f\u683c\u5024\u3088\u308a\u9ad8\u3051\u308c\u3070\u4eba\u3078 |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306b\u6c17\u3065\u304b\u306a\u3044 | **\u53d7\u5165\u898f\u683c\u306e\u8868\u306e\u5074\u304b\u3089\u5fc5\u9808\u306e\u9805\u76ee\u3092\u6570\u3048\u308b** |\n| \u4ed5\u5165\u5148\u3054\u3068\u306b\u8868\u306e\u66f8\u5f0f\u304c\u9055\u3046 | \u62c5\u5f53\u8005\u304c\u4e00\u5ea6\u6c7a\u3081\u305f\u5217\u306e\u5f79\u5272\u3092\u66f8\u5f0f\u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u4e2d\u56fd\u8a9e\u306e\u8a3c\u660e\u66f8\u3092\u8aad\u307e\u305b\u3066\u5931\u6557\u3059\u308b | 6\u8a00\u8a9e\u4ee5\u5916\u306f\u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u306a\u3044 |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF\u3067\u6b62\u307e\u308b | \u4ed5\u5165\u5148\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080 |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u8a3c\u660e\u66f8\u304c\u5408\u683c\u3068\u8a00\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u3001\u305d\u306e\u307e\u307e\u5408\u683c\u306b\u3059\u308b\u300d\u8aa4\u308a\u3067\u3059\u3002**\u81ea\u793e\u306e\u898f\u683c\u3067\u6bd4\u3079\u76f4\u3059\u3068\u3044\u3046\u4e00\u70b9\u3092\u3001\u5217\u306e\u6271\u3044\u3068\u7167\u5408\u306e\u898f\u5247\u3067\u5b88\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u539f\u6599\u306e\u54c1\u76ee\u540d\u3001\u4ed5\u5165\u5148\u3001\u30ed\u30c3\u30c8\u756a\u53f7\u3001\u8a66\u9a13\u306e\u7d50\u679c\u3001\u305d\u3057\u3066**\u81ea\u793e\u306e\u53d7\u5165\u898f\u683c\u306e\u5024**\u3067\u3059\u3002\u500b\u4eba\u306e\u60c5\u5831\u306f\u307b\u3068\u3093\u3069\u542b\u307f\u307e\u305b\u3093\u3002\n\n1. **\u53d7\u5165\u898f\u683c\u306e\u5024\u3092\u5916\u90e8\u3078\u51fa\u3057\u3059\u304e\u306a\u3044** \u2026 \u81ea\u793e\u306e\u898f\u683c\u5024\u306f\u914d\u5408\u3084\u54c1\u8cea\u306e\u8003\u3048\u65b9\u304c\u8868\u308c\u308b\u60c5\u5831\u3067\u3059\u3002**\u751f\u6210AI\u306b\u306f\u898f\u683c\u5024\u3092\u6e21\u3055\u305a\u3001\u6bd4\u8f03\u306f\u793e\u5185\u306e Python \u3067\u884c\u3044\u307e\u3059**\n2. **\u53d7\u5165\u306e\u53ef\u5426\u3092\u5224\u5b9a\u3055\u305b\u306a\u3044** \u2026 \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u9805\u76ee\u3054\u3068\u306e\u7167\u5408\u306e\u7d50\u679c\u307e\u3067\u3067\u3001**\u53d7\u5165\u306e\u5224\u5b9a\u3068\u898f\u683c\u5916\u54c1\u306e\u6271\u3044\u306f\u54c1\u8cea\u7ba1\u7406\u306e\u8cac\u4efb\u8005\u304c\u6c7a\u3081\u307e\u3059**\n3. **\u81ea\u793e\u306e\u53d7\u5165\u691c\u67fb\u3092\u7701\u304b\u306a\u3044** \u2026 \u5206\u6790\u8a3c\u660e\u66f8\u306f\u4ed5\u5165\u5148\u306e\u691c\u67fb\u306e\u7d50\u679c\u3067\u3059\u3002**\u3053\u306e\u69cb\u6210\u306f\u8a3c\u660e\u66f8\u306e\u70b9\u691c\u3092\u901f\u304f\u3059\u308b\u3082\u306e\u3067\u3001\u81ea\u793e\u3067\u884c\u3046\u691c\u67fb\u306e\u4ee3\u308f\u308a\u3067\u306f\u3042\u308a\u307e\u305b\u3093**\n4. **\u7167\u4f1a\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u4ed5\u5165\u5148\u3078\u306e\u7167\u4f1a\u306f\u4e0b\u66f8\u304d\u307e\u3067\u3067\u3001**\u8cfc\u8cb7\u304b\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u9001\u308a\u307e\u3059**\n5. **\u898f\u683c\u306e\u6539\u5b9a\u3092\u624b\u7d9a\u304d\u3069\u304a\u308a\u306b\u53cd\u6620\u3059\u308b** \u2026 \u53d7\u5165\u898f\u683c\u306e\u8868\u3092\u66f8\u304d\u63db\u3048\u308b\u6a29\u9650\u3092\u9650\u308a\u3001\u7248\u3092\u6b8b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u898f\u683c\u5916\u306e\u539f\u6599\u3092\u53d7\u3051\u5165\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u3067\u3059\u3002** \u591a\u304f\u306f\u8a3c\u660e\u66f8\u306e\u7d50\u8ad6\u3084\u898f\u683c\u306e\u5217\u3092\u305d\u306e\u307e\u307e\u4fe1\u3058\u308b\u3053\u3068\u304b\u3089\u8d77\u304d\u308b\u306e\u3067\u3001**\u5b9f\u6e2c\u5024\u3092\u53d6\u308a\u51fa\u3057\u3066\u81ea\u793e\u306e\u898f\u683c\u3067\u6bd4\u3079\u76f4\u3059\u8a2d\u8a08\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u98df\u54c1\u30fb\u5316\u7ca7\u54c1\u30fb\u5065\u5eb7\u98df\u54c1\u30fb\u5316\u5b66\u54c1\u306a\u3069\u306e\u30e1\u30fc\u30ab\u30fc\u3067\u3001\u6d77\u5916\u306e\u539f\u6599\u30e1\u30fc\u30ab\u30fc\u3084\u8f38\u5165\u5546\u793e\u304b\u3089\u82f1\u6587\u306e\u5206\u6790\u8a3c\u660e\u66f8\uff08Certificate of Analysis\uff09\u304c\u5165\u8377\u306e\u305f\u3073\u306b\u5c4a\u304d\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u53d7\u5165\u898f\u683c\u306e\u8868\u3068\u76ee\u3067\u898b\u6bd4\u3079\u3066\u3044\u308b\u5834\u5408\u3002\u539f\u6599\u306e\u54c1\u76ee\u304c\u6570\u5341\u304b\u3089\u6570\u767e\u3042\u308a\u3001\u54c1\u76ee\u3054\u3068\u306b\u8a66\u9a13\u9805\u76ee\u3068\u898f\u683c\u5024\u304c\u9055\u3046\u5834\u5408\u3002\u4ed5\u5165\u5148\u306e\u66f8\u5f0f\u304c\u3070\u3089\u3070\u3089\u3067\u3001\u540c\u3058\u8a66\u9a13\u9805\u76ee\u306e\u66f8\u304d\u65b9\u304c\u4ed5\u5165\u5148\u3054\u3068\u306b\u9055\u3046\u5834\u5408\u3002\u539f\u6599\u3092\u8f38\u5165\u3057\u3066\u56fd\u5185\u306e\u30e1\u30fc\u30ab\u30fc\u3078\u5378\u3059\u5546\u793e\u304c\u3001\u7d0d\u54c1\u524d\u306b\u5206\u6790\u8a3c\u660e\u66f8\u3092\u70b9\u691c\u3057\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u5206\u6790\u8a3c\u660e\u66f8\u304c\u4e2d\u56fd\u8a9e\u30fb\u97d3\u56fd\u8a9e\u30fb\u65e5\u672c\u8a9e\u3067\u5c4a\u304f\u5834\u5408\uff08\u3053\u306e\u69cb\u6210\u306eOCR\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3057\u304b\u8aad\u3081\u305a\u3001\u624b\u66f8\u304d\u306f\u82f1\u8a9e\u306e\u307f\u3067\u3059\uff09\u3002\u92fc\u6750\u306e\u30df\u30eb\u30b7\u30fc\u30c8\u304c\u4e2d\u5fc3\u306e\u5834\u5408\uff08UC-0385 \u306e\u69cb\u6210\u304c\u5411\u304d\u307e\u3059\uff09\u3002\u539f\u6599\u306e\u54c1\u76ee\u304c\u6570\u70b9\u3067\u3001\u5165\u8377\u3082\u6708\u306b\u6570\u56de\u306e\u5834\u5408\u3002\u306a\u304a\u3001\u53d7\u5165\u306e\u53ef\u5426\u306e\u5224\u5b9a\u3001\u898f\u683c\u5916\u54c1\u306e\u6271\u3044\u3001\u4ed5\u5165\u5148\u3078\u306e\u662f\u6b63\u306e\u8981\u6c42\u306f\u54c1\u8cea\u7ba1\u7406\u306e\u8cac\u4efb\u8005\u304c\u884c\u3046\u3082\u306e\u3067\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002\u81ea\u793e\u3067\u884c\u3046\u53d7\u5165\u691c\u67fb\u3092\u7701\u304f\u3082\u306e\u3067\u3082\u3042\u308a\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u8a66\u9a13\u9805\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7\u3092\u4f5c\u308b**\n\n\u5165\u8377\u306e\u591a\u3044\u4e0a\u4f4d30\u54c1\u76ee\u306b\u3064\u3044\u3066\u3001\u8a3c\u660e\u66f8\u306b\u51fa\u3066\u304f\u308b\u8a66\u9a13\u9805\u76ee\u306e\u66f8\u304d\u65b9\u3092\u96c6\u3081\u3001\u81ea\u793e\u306e\u9805\u76ee\u30b3\u30fc\u30c9\u306b\u5bfe\u5fdc\u4ed8\u3051\u307e\u3059\u3002**\u62c5\u5f53\u8005\u306e\u982d\u306e\u4e2d\u306b\u3042\u308b\u5bfe\u5fdc\u3092\u3001\u8868\u306b\u51fa\u3059\u4f5c\u696d\u3067\u3059\u3002**\n\n**2\u9031\u76ee\uff1a20\u901a\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u8a3c\u660e\u66f8\u304b\u308920\u901a\u3092\u9078\u3073\u3001\u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u3067\u8a66\u9a13\u9805\u76ee\u306e\u8868\u3092\u4f5c\u3089\u305b\u307e\u3059\u3002**\u898f\u683c\u306e\u5217\u3068\u7d50\u679c\u306e\u5217\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u304b\u3001\u4e0d\u7b49\u53f7\u3092\u843d\u3068\u3055\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u53d7\u5165\u898f\u683c\u306e\u8868\u3092\u6574\u3048\u308b**\n\n\u4e0a\u4f4d30\u54c1\u76ee\u306e\u898f\u683c\u306b\u3001\u5358\u4f4d\u3001\u300c\u5b9a\u6027\u3067\u53ef\u304b\u300d\u3001\u5fc5\u9808\u304b\u306e\u5217\u3092\u305d\u308d\u3048\u307e\u3059\u3002**\u5358\u4f4d\u306e\u63db\u7b97\u3092\u8a8d\u3081\u308b\u7d44\u307f\u5408\u308f\u305b\u3082\u3001\u3053\u3053\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u7167\u5408\u307e\u3067\u3092\u3064\u306a\u3050**\n\nS3\u3001Lambda\u3001Textract\u3001Claude API\u3001Python \u306e\u7167\u5408\u3092\u3064\u306a\u304e\u3001\u53d7\u5165\u691c\u67fb\u306e\u8a18\u9332\u306e\u7167\u5408\u7d50\u679c\u306e\u6b04\u306b\u66f8\u304d\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u4e0a\u4f4d30\u54c1\u76ee\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5bfe\u8c61\u3092\u5168\u54c1\u76ee\u306b\u5e83\u3052\u3001`unmapped` \u3068 `needs_human` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u3066\u5225\u540d\u306e\u4e00\u89a7\u3092\u80b2\u3066\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 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