AIclinicalresearch/docs/03-业务模块/ASL-AI智能文献/05-开发记录/2025-11-22_Day2-Day3_LLM服务与验证系统开发.md

蜈ｨ譁<EFBFBD>､咲ｭ帛ｼ€蜿題ｮｰ蠖?- Day 2 & Day 3

譌･譛<EFBFBD>: 2025蟷?1譛?2譌? **蠑€蜿鷹亳谿?: MVP譬ｸ蠢<EFBDB8>粥閭ｽ蠑€蜿? **雍溯ｴ｣莠?: AI Assistant
**迥ｶ諤?*: 笨?蟾ｲ螳梧<E89EB3>?

---

<EFBFBD>搭 蠑€蜿第ｦりｧ?

譛ｬ谺｡蠑€蜿大ｮ梧<EFBFBD>莠<EFBFBD><EFBFBD>譁<EFBFBD>､咲ｭ帷噪譬ｸ蠢キLM譛榊苅蜥碁ｪ瑚ｯ∫ｳｻ扈滂ｼ梧ｶｵ逶縫ay 2蜥轡ay 3逧<33>園譛芽ｮ｡蛻剃ｻｻ蜉｡<E89C89>悟ｹｶ霑幄｡御ｺ<E5BEA1><EFBDBA>髱｢逧<EFBDA2>寔謌先ｵ玖ｯ募柱髣ｮ鬚倅ｿｮ螟阪€?

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笨?蟾ｲ螳梧<E89EB3>蜉溯<E89C89>?

Day 2: LLM 12蟄玲ｮｵ譛榊苅

2.1 謠千､ｺ隸榊ｷ･遞倶ｽ鍋ｳ?

譬ｸ蠢<EFBFBD>枚莉ｶ:

• backend/src/modules/asl/fulltext-screening/prompts/system_prompt.md (6,601蟄礼ｬｦ)

  • 9000+蟄苓ｯｦ扈<EFBDA6>ystem Prompt
  • Section-Aware遲也払<E4B99F>?豁･螟<EFBDA5>炊豕包ｼ?
  • Lost in the Middle邇ｰ雎｡郛楢ｧ｣
  • 閾ｪ鬪瑚ｯ∵惻蛻ｶ<EFBFBD><EFBFBD>elf-Verification<6F>?
  • Chain-of-Thought蠑募ｯｼ

• backend/src/modules/asl/fulltext-screening/prompts/user_prompt_template.md (199陦?

  • PICOS荳贋ｸ区枚豕ｨ蜈?
  • 譁<EFBFBD>｡｣譬ｼ蠑剰<EFBFBD>騾ょｺ<EFBFBD>
  • 蛻<EFBFBD>ｫ<EFBFBD>闃よ署蜿匁欠蠑?

• backend/src/modules/asl/fulltext-screening/prompts/json_schema.json

  • 荳･譬ｼ逧?2蟄玲ｮｵJSON Schema
  • 譛€蟆丞ｼ慕畑髟ｿ蠎ｦ郤ｦ譚滂ｼ遺<EFBFBD>?0蟄礼ｬｦ<EFBDAC>?
  • 蠢<EFBFBD>怙蟄玲ｮｵ<EFBFBD>嗔rocessing_log縲」erification

Cochrane譬<EFBFBD>㊥<EFBFBD><EFBFBD>VP證ゆｸ榊刈霓ｽ<EFBFBD>?

• prompts/cochrane_standards/髫乗惻蛹匁婿豕?md
• prompts/cochrane_standards/逶ｲ豕<EFBDB2>.md
• prompts/cochrane_standards/扈捺棡螳梧紛諤?md

Few-shot Examples<EFBFBD>亥ｷｲ遘ｻ髯､莉･莨伜喧Prompt髟ｿ蠎ｦ<EFBFBD>?

• prompts/few_shot_examples/菫｡諱ｯ蝨ｨ荳ｭ髣ｴ菴咲ｽｮ譯井ｾ?md (蟾ｲ蛻<EFBDB2>髯?

隶ｾ隶｡蜀ｳ遲<EFBFBD>:

• 笨?菫晉蕗System Prompt蜥袈ser Prompt蜴溷ｧ狗沿譛ｬ<E8AD9B>域悴邊ｾ邂€<E98282>?
• 笨?遘ｻ髯､Few-shot examples莉･蜃丞ｰ善rompt髟ｿ蠎ｦ<E8A08E>井ｻ<E4BA95>74KB髯崎<E9ABAF>52KB<4B>?
• 笨?MVP髦ｶ谿ｵ荳榊刈霓ｽCochrane譬<65>㊥<EFBFBD>亥㍼蟆善rompt髟ｿ蠎ｦ縲<EFBDA6>剄菴取<E88FB4>譛ｬ<E8AD9B><EFBDAC>

2.2 PromptBuilder譛榊苅

譁<EFBFBD>ｻｶ: backend/src/modules/asl/common/llm/PromptBuilder.ts (275陦?

譬ｸ蠢<EFBFBD>粥閭ｽ:

• 蜉ｨ諤∫ｻ<EFBFBD>｣<EFBFBD>ystem Prompt蜥袈ser Prompt
• 蜿ｯ騾牙刈霓ｽCochrane譬<EFBFBD>㊥
• 蜿ｯ騾牙刈霓ｽFew-shot examples
• 扈捺棡郛灘ｭ假ｼ亥㍼蟆第枚莉ｶI/O<>?
• 讓｡譚ｿ蜿倬㍼譖ｿ謐｢<EFBFBD><EFBFBD>ICOS縲∫ｺｳ蜈?謗帝勁譬<E58B81>㊥<EFBFBD>?

MVP驟咲ｽｮ:

const DEFAULT_MVP_CONFIG = {
  loadCochraneStandards: false,  // 荳榊刈霓ｽCochrane譬<65>㊥
  fewShotExamples: [],           // 荳榊刈霓ｽFew-shot
};

菫ｮ螟埼琉鬚<EFBFBD>:

• 笨?菫ｮ螟<EFBDAE> __dirname 蝨ｨES讓｡蝮嶺ｸｭ逧<EFBDAD>ｽｿ逕ｨ<E98095>域隼逕?fileURLToPath<EFBFBD>?
• 笨?菫ｮ螟肴枚莉ｶ霍ｯ蠕<EFBDAF>漠隸ｯ<E99AB8><EFBDAF>src/modules/modules/asl 竊?src/modules/asl`<60>?
• 笨?豺ｻ蜉<EFBDBB> .js 謇ｩ螻募錐莉･隨ｦ蜷<EFBDA6>S讓｡蝮苓ｧ<E88B93>激

2.3 LLM12FieldsService譬ｸ蠢<EFBDB8>恪蜉｡

譁<EFBFBD>ｻｶ: backend/src/modules/asl/common/llm/LLM12FieldsService.ts (547陦?

譬ｸ蠢<EFBFBD>粥閭ｽ:

1. Nougat莨伜<EFBFBD>謠仙叙遲也払

   • 闍ｱ譁⑰DF莨伜<EFBFBD>菴ｿ逕ｨNougat<EFBFBD>育ｻ捺桷蛹邦arkdown<EFBFBD>?
   • 雍ｨ驥乗｣€譟?+ PyMuPDF髯咲ｺｧ
   • 謾ｯ謖∽ｸｭ譁⑰DF逶ｴ謗･菴ｿ逕ｨPyMuPDF

2. *蜿梧ｨ｡蝙句ｹｶ陦瑚ｰ<EFBFBD><EFBFBD>?

   • DeepSeek-V3 + Qwen-Max
   • 菴ｿ逕ｨ Promise.allSettled 螳樒鴫螳ｹ髞<EFBDB9>
   • 荳€荳ｪ讓｡蝙句､ｱ雍･荳榊ｽｱ蜩榊嘗荳€荳?

3. 3螻<EFBFBD>SON隗｣譫千ｭ也払<EFBFBD>亥<EFBFBD>髞ｮ蛻帶眠<EFBFBD><EFBFBD>

   Layer 1: 荳･譬ｼ JSON.parse()
   Layer 2: json-repair 閾ｪ蜉ｨ菫ｮ螟搾ｼ亥､<EFBFBD>炊蟶ｸ隗´LM譬ｼ蠑城漠隸ｯ<EFBFBD>?
   Layer 3: 謠仙叙Markdown莉｣遐∝摎荳ｭ逧ЙSON
   

   • 謌仙粥邇<EFBFBD>ｼ<EFBFBD>100%<25>域ｵ玖ｯ暮ｪ瑚ｯ<E7919A>ｼ<EFBFBD>
   • 閾ｪ蜉ｨ螟<EFBFBD>炊LLM霎灘<EFBFBD>逧<EFBFBD>推遘肴<EFBFBD>ｼ蠑城琉鬚?

4. 讓｡蝙句錐遘ｰ譏<EFBFBD>蟆<EFBFBD>

   MODEL_NAME_MAP = {
     'deepseek-v3': 'deepseek-chat',
     'qwen-max': 'qwen3-72b',
   };
   

   • 隗｣蜀ｳ逕ｨ謌ｷ蜿句･ｽ蜷咲ｧｰ荳主<EFBFBD>驛ｨModelType逧<EFBFBD>丐蟆<EFBFBD>琉鬚?

5. 扈捺棡郛灘ｭ<EFBFBD>

   • 蝓ｺ莠主<EFBFBD>螳ｹ蜩亥ｸ檎噪郛灘ｭ倬醗
   • 驕ｿ蜈埼㍾螟広LM隹<EFBFBD>畑
   • 譏ｾ闡鈴剄菴取ｵ玖ｯ墓<EFBFBD>譛ｬ

6. 謌先悽隶｡邂<EFBFBD>

   • 荳ｭ闍ｱ譁<EFBFBD>ｷｷ蜷<EFBFBD>oken莨ｰ邂<EFBFBD>
   • 螳樊慮謌先悽霍溯ｸｪ
   • 騾乗<EFBFBD>逧<EFBFBD>ｴｹ逕ｨ扈溯ｮ?

菫ｮ螟埼琉鬚<EFBFBD>:

• 笨?菫ｮ螟広LM譁ｹ豕戊ｰ<E6888A>畑<EFBFBD><E79591>generateText 竊?chat`<60>?
• 笨?菫ｮ螟広LMFactory蟇ｼ蜈･霍ｯ蠕<EFBDAF>
• 笨?豺ｻ蜉<EFBDBB>MODEL_NAME_MAP隗｣蜀ｳ讓｡蝙狗ｱｻ蝙倶ｸ榊源驟?
• 笨?螳樒鴫3螻<33>SON隗｣譫千ｭ也払菫ｮ螟崎ｧ｣譫宣漠隸ｯ
• 笨?謾ｹ逕ｨPromise.allSettled蠅槫ｼｺ蜿梧ｨ｡蝙句ｮｹ髞?

諤ｧ閭ｽ謖<EFBFBD><EFBFBD><EFBFBD><EFBFBD>亥黒遽⑰DF豬玖ｯ包ｼ?

• 諤ｻ閠玲慮<EFBFBD>?62遘?
• DeepSeek-V3<56>?3,404 tokens<6E>個?.0234
• Qwen-Max<61>?8,464 tokens<6E>個?.0739
• 諤ｻ謌先悽<EFBFBD>堋･0.0973

---

Day 3: 鬪瑚ｯ∵恪蜉｡ + 蜀ｲ遯∵｣€豬?

3.1 MedicalLogicValidator - 蛹ｻ蟄ｦ騾ｻ霎鷹ｪ瑚ｯ<E7919A>

譁<EFBFBD>ｻｶ: backend/src/modules/asl/common/validation/MedicalLogicValidator.ts (413陦?

譬ｸ蠢<EFBFBD>粥閭ｽ:

• 5譚｡蛹ｻ蟄ｦ騾ｻ霎題ｧ<EFBFBD><EFBFBD>鬪瑚ｯ<EFBFBD>
  1. RCT遐皮ｩｶ蠢<EFBFBD>｡ｻ譛蛾囂譛ｺ蛹匁婿豕<EFBFBD>
  2. 逶ｲ豕穂ｸ守<EFBFBD>皮ｩｶ隶ｾ隶｡荳€閾ｴ諤?
  3. 扈灘ｱ€謖<EFBFBD><EFBFBD><EFBFBD>ｸ守ｻ捺棡螳梧紛諤ｧ荳€閾ｴ諤?
  4. 扈溯ｮ｡譁ｹ豕穂ｸ守<EFBFBD>皮ｩｶ隶ｾ隶｡蛹ｹ驟?
  5. 蝓ｺ郤ｿ蜿ｯ豈疲€ｧ荳朱囂譛ｺ蛹門<EFBFBD>邉?

螳ｹ髞吝｢槫ｼｺ:

safeGetFieldValue(fieldData: any): string {
  // 螟<>炊 null/undefined
  // 螟<>炊蟇ｹ雎｡邀ｻ蝙具ｼ域署蜿紡ssessment蟄玲ｮｵ<EFBDAE>?
  // 螟<>炊蟄礼ｬｦ荳ｲ邀ｻ蝙?
  // 霑泌屓遨ｺ蟄礼ｬｦ荳ｲ菴應ｸｺ鮟倩ｮ､蛟?
}

• 笨?謇€譛芽ｧ<E88ABD><EFBDA7>菴ｿ逕?safeGetFieldValue 謠仙叙蟄玲ｮｵ蛟?
• 笨?莨倬寉螟<E5AF89>炊LLM霎灘<E99C8E>逧<EFBFBD>推遘肴焚謐ｮ扈捺<E68988>?

豬玖ｯ慕ｻ捺棡:

• DeepSeek-V3: 笨?5/5 騾夊ｿ<E5A48A>
• Qwen-Max: 笨?5/5 騾夊ｿ<E5A48A>

3.2 EvidenceChainValidator - 隸∵紺體ｾ鬪瑚ｯ?

譁<EFBFBD>ｻｶ: backend/src/modules/asl/common/validation/EvidenceChainValidator.ts (464陦?

譬ｸ蠢<EFBFBD>粥閭ｽ:

• 鬪瑚ｯ∵ｯ丈ｸｪ蟄玲ｮｵ逧<EFBFBD>ｯ∵紺體ｾ螳梧紛諤?
  • 蜴滓枚蠑慕畑髟ｿ蠎ｦ<EFBFBD>遺翁50蟄礼ｬｦ<EFBFBD>?
  • 蠑慕畑菴咲ｽｮ譛画譜諤?
  • 螟<EFBFBD>炊譌･蠢怜ｮ梧紛諤?
  • 閾ｪ鬪瑚ｯ∬ｮｰ蠖募ｮ梧紛諤?

螳ｹ髞吝｢槫ｼｺ:

if (!fields || typeof fields !== 'object') {
  this.logger.warn('Fields is undefined, null, or not an object');
  return validationResult;
}

• 笨?螳牙<E89EB3>螟<EFBFBD>炊 undefined/null fields
• 笨?驕ｿ蜈<EFBDBF> Object.entries() 蟠ｩ貅<EFBDA9>

豬玖ｯ慕ｻ捺棡:

• DeepSeek-V3: 笞<><E7AC9E><EFBFBD> 荳榊ｮ梧紛<E6A2A7><E7B49B>ields荳ｺundefined<65>悟ｷｲ螳ｹ髞呻ｼ?
• Qwen-Max: 笨?12/12 蟄玲ｮｵ螳梧紛

3.3 ConflictDetectionService - 蜀ｲ遯∵｣€豬?

譁<EFBFBD>ｻｶ: backend/src/modules/asl/common/validation/ConflictDetectionService.ts (432陦?

譬ｸ蠢<EFBFBD>粥閭ｽ:

1. *蟄玲ｮｵ郤ｧ蜀ｲ遯∵｣€豬?

   • 蟇ｹ豈比ｸ､荳ｪ讓｡蝙狗<EFBFBD>?2蟄玲ｮｵ隸<EFBDB5>ｼｰ扈捺棡
   • 隸<EFBFBD>悪隸<EFBFBD>ｼｰ荳堺ｸ€閾ｴ逧<EFBFBD>ｭ玲ｮｵ

2. 蜈ｳ髞ｮ蟄玲ｮｵ隸<EFBFBD>悪

   • 蜈ｳ髞ｮ蟄玲ｮｵ<EFBFBD>夐囂譛ｺ蛹匁婿豕輔€∫峇豕輔€∫ｻ捺棡螳梧紛諤?
   • 驥崎ｦ∝ｭ玲ｮｵ<EFBFBD>壻ｺｺ鄒､迚ｹ蠕√€∝ｹｲ鬚<EFBFBD>蒔譁ｽ縲∝ｯｹ辣ｧ謗ｪ譁ｽ縲∫ｻ灘ｱ€謖<EFBFBD><EFBFBD><EFBFBD>€∫ｻ溯ｮ｡譁ｹ豕?
   • 譎ｮ騾壼ｭ玲ｮｵ<EFBFBD>壼<EFBFBD>莉門ｭ玲ｮｵ

3. 荳･驥咲ｨ句ｺｦ蛻<EFBFBD>ｺｧ

   • High: 蜈ｳ髞ｮ蟄玲ｮｵ蜀ｲ遯∵<E981AF>諤ｻ菴灘<E88FB4>遲門<E981B2>遯<EFBFBD>
   • Medium: 驥崎ｦ∝ｭ玲ｮｵ蜀ｲ遯<EFBDB2>
   • Low: 莉<>勸騾壼ｭ玲ｮｵ蜀ｲ遯?

4. *螟肴<EFBFBD>ｸ莨伜<EFBFBD>郤ｧ隶｡邂?

   • 蝓ｺ莠主<EFBFBD>遯∽ｸ･驥咲ｨ句ｺｦ縲∝ｭ玲ｮｵ謨ｰ驥?
   • 0-100蛻<30>宛
   • 閾ｪ蜉ｨ隶｡邂怜ｻｺ隶ｮ螟肴<EFBFBD>ｸ謌ｪ豁｢譌ｶ髣ｴ

螳ｹ髞吝｢槫ｼｺ:

if (!fieldsA || typeof fieldsA !== 'object') {
  logger.warn('fieldsA is null, undefined, or not an object');
  return { conflictFields: [], fieldConflictDetails: [] };
}

• 笨?螳牙<E89EB3>螟<EFBFBD>炊 undefined/null fields
• 笨?菫ｮ螟<EFBDAE> logger 隹<>畑<EFBFBD><E79591>this.logger 竊?logger`<60>?

豬玖ｯ慕ｻ捺棡:

• 笨?謌仙粥譽€豬句<E8B1AC>遯<EFBFBD>ｼ<EFBFBD>ndefined vs 豁｣蟶ｸfields<64>?
• 笨?螳ｹ髞呎惻蛻ｶ蟾･菴懈ｭ｣蟶ｸ
• 笨?荳榊<E88DB3>蟠ｩ貅<EFBDA9>

---

<EFBFBD>ｧｪ 髮<><E9ABAE>豬玖ｯ<E78E96>

豬玖ｯ墓枚莉ｶ

1. __tests__/integration-test.ts (螳梧紛髮<E7B49B><E9ABAE>豬玖ｯ<E78E96>)

   • 豬玖ｯ<EFBFBD>2-3遽<33>悄螳霸DF
   • 螳梧紛LLM隹<EFBFBD>畑豬∫ｨ<EFBFBD>
   • 閠玲慮<EFBFBD>夐｢<EFBFBD>ｮ?-10蛻<30>帖

2. __tests__/quick-test.ts (蠢ｫ騾滓ｵ玖ｯ?

   • 豬玖ｯ<EFBFBD>1遽⑰DF
   • 邂€豢∬ｾ灘<EFBFBD>?
   • 閠玲慮<EFBFBD>夂ｺｦ3蛻<EFBFBD>帖

3. __tests__/cached-result-test.ts (螳ｹ髞咎ｪ瑚ｯ<E7919A>)

   • 逶ｴ謗･豬玖ｯ暮ｪ瑚ｯ∝<EFBFBD>?
   • 讓｡諡溷推遘榊ｼょｸｸ霎灘<EFBFBD>
   • 遘堤ｺｧ螳梧<EFBFBD>

豬玖ｯ慕ｻ捺棡諤ｻ扈<EFBFBD>

笨?3螻<33>SON隗｣譫千ｭ也払鬪瑚ｯ<E7919A>:

• Qwen-Max: Layer 2閾ｪ蜉ｨ菫ｮ螟搾ｼ井ｿｮ螟?0蟄苓鰍譬ｼ蠑城漠隸ｯ<E99AB8>?
• DeepSeek-V3: Layer 3莉皿arkdown莉｣遐∝摎謠仙<E8ACA0>?
• 謌仙粥邇<EFBFBD>ｼ<EFBFBD>100%

**笨?蜿梧ｨ｡蝙句ｮｹ髞咎ｪ瑚ｯ?*:

• Promise.allSettled豁｣蟶ｸ蟾･菴<EFBDA5>
• 荳､荳ｪ讓｡蝙句ｹｶ陦悟､<EFBFBD>炊謌仙粥

笨?蛹ｻ蟄ｦ騾ｻ霎鷹ｪ瑚ｯ<E7919A>:

• DeepSeek-V3: 5/5 笨?
• Qwen-Max: 5/5 笨?

**笨?蜀ｲ遯∵｣€豬句ｮｹ髞?*:

• 謌仙粥螟<EFBFBD>炊undefined fields
• 荳榊<EFBFBD>蟠ｩ貅<EFBFBD>

---

<EFBFBD>菅 髣ｮ鬚倅ｿｮ螟崎ｮｰ蠖<EFBDB0>

髣ｮ鬚<EFBFBD>1: ES讓｡蝮<EFBDA1> __dirname 譛ｪ螳壻ｹ?

髞呵ｯｯ: ReferenceError: __dirname is not defined in ES module scope

菫ｮ螟<EFBFBD>:

// 菫ｮ螟榊<E89E9F>?
const promptDir = path.join(__dirname, '../../fulltext-screening/prompts');

// 菫ｮ螟榊<E89E9F>?
import { fileURLToPath } from 'url';
const __filename = fileURLToPath(import.meta.url);
const __dirname = path.dirname(__filename);

蠖ｱ蜩肴枚莉ｶ: PromptBuilder.ts

---

髣ｮ鬚<EFBFBD>2: 譁<>ｻｶ霍ｯ蠕<EFBDAF>漠隸ｯ

髞呵ｯｯ: ENOENT: no such file or directory, open 'D:\...\src\modules\modules\asl\...'

蜴溷屏: 霍ｯ蠕<EFBDAF>蕎謗･髞呵ｯｯ<EFBDAF>碁㍾螟堺ｺ<E5A0BA>modules`

菫ｮ螟<EFBFBD>: 菫ｮ豁｣逶ｸ蟇ｹ霍ｯ蠕<EFBDAF>ｮ｡邂鈴€ｻ霎<EFBDBB>

蠖ｱ蜩肴枚莉ｶ: PromptBuilder.ts

---

髣ｮ鬚<EFBFBD>3: ES讓｡蝮怜ｯｼ蜈･郛ｺ蟆<EFBDBA> .js 謇ｩ螻募<E89EBB>?

髞呵ｯｯ: 蠖?"--moduleResolution" 荳?"node16" 謌?"nodenext" 譌ｶ<E8AD8C>檎嶌蟇ｹ蟇ｼ蜈･霍ｯ蠕<EFBDAF>怙隕?ECMAScript 蟇ｼ蜈･荳ｭ逧<EFBDAD>仞蠑乗枚莉ｶ謇ｩ螻募錐

菫ｮ螟<EFBFBD>: 謇€譛臥嶌蟇ｹ蟇ｼ蜈･豺ｻ蜉?.js 謇ｩ螻募<E89EBB>?

import { PromptBuilder } from './PromptBuilder.js';
import type { LLM12FieldsResult } from './types.js';

蠖ｱ蜩肴枚莉ｶ: LLM12FieldsService.ts, PromptBuilder.ts, index.ts

---

髣ｮ鬚<EFBFBD>4: LLM譁ｹ豕穂ｸ榊ｭ伜<EFBDAD>?

髞呵ｯｯ: 邀ｻ蝙<EFBFBD>"ILLMAdapter"荳贋ｸ榊ｭ伜惠螻樊€?generateText"

蜴溷屏: ILLMAdapter謗･蜿｣蜿ｪ譛荏chat譁ｹ豕包ｼ梧ｲ｡譛荏generateText

菫ｮ螟<EFBFBD>:

// 菫ｮ螟榊<E89E9F>?
const response = await adapter.generateText(prompt);

// 菫ｮ螟榊<E89E9F>?
const response = await adapter.chat(messages);

蠖ｱ蜩肴枚莉ｶ: LLM12FieldsService.ts

---

髣ｮ鬚<EFBFBD>5: 讓｡蝙狗ｱｻ蝙倶ｸ榊源驟?

髞呵ｯｯ: Unsupported model type: qwen-max

蜴溷屏: LLMFactory譛滓悍逧МodelType譏ｯqwen3-72b<EFBFBD>御ｽ<EFBFBD>ｼ<EFBFBD>蜈･逧<EFBFBD>弍qwen-max

菫ｮ螟<EFBFBD>: 豺ｻ蜉<EFBDBB>讓｡蝙句錐遘ｰ譏<EFBDB0>蟆<EFBFBD>

private readonly MODEL_NAME_MAP: Record<string, ModelType> = {
  'deepseek-v3': 'deepseek-chat',
  'qwen-max': 'qwen3-72b',
};

蠖ｱ蜩肴枚莉ｶ: LLM12FieldsService.ts

---

髣ｮ鬚<EFBFBD>6: JSON隗｣譫仙､ｱ雍･

髞呵ｯｯ: SyntaxError: Expected ',' or '}' after property value in JSON

蜴溷屏: LLM霎灘<E99C8E>逧ЙSON蜿ｯ閭ｽ譛画<E8AD9B>ｼ蠑城琉鬚俶<E9AC9A>陲ｫ蛹<EFBDAB>｣ｹ蝨ｨMarkdown莉｣遐∝摎荳ｭ

菫ｮ螟<EFBFBD>: 螳樒鴫3螻<33>SON隗｣譫千ｭ也払

// Layer 1: 荳･譬ｼ隗｣譫<EFBDA3>
try {
  return JSON.parse(text);
} catch {}

// Layer 2: json-repair閾ｪ蜉ｨ菫ｮ螟<EFBDAE>
try {
  return JSON.parse(jsonrepair(text));
} catch {}

// Layer 3: 謠仙叙Markdown莉｣遐∝<E98190>?
const match = text.match(/```json\s*\n([\s\S]*?)\n```/);
if (match) {
  return JSON.parse(match[1]);
}

蠖ｱ蜩肴枚莉ｶ: LLM12FieldsService.ts

萓晁ｵ<EFBFBD>: 螳芽｣<E88ABD> json-repair 蠎?

---

髣ｮ鬚<EFBFBD>7: MedicalLogicValidator譌<72>豕募､<E58B9F>炊蟇ｹ雎｡邀ｻ蝙句ｭ玲ｮｵ

髞呵ｯｯ: 蟄玲ｮｵ蛟ｼ蜿ｯ閭ｽ譏ｯ蟇ｹ雎｡<E99B8E><EFBDA1>{ assessment: '螳梧紛', confidence: 0.9 }`<60>芽€碁撼蟄礼ｬｦ荳?

菫ｮ螟<EFBFBD>: 豺ｻ蜉<EFBDBB> safeGetFieldValue 霎<>勧蜃ｽ謨ｰ

private safeGetFieldValue(fieldData: any): string {
  if (!fieldData) return '';
  if (typeof fieldData === 'string') return fieldData;
  if (typeof fieldData === 'object' && fieldData.assessment) {
    return fieldData.assessment;
  }
  return '';
}

蠖ｱ蜩肴枚莉ｶ: MedicalLogicValidator.ts

---

髣ｮ鬚<EFBFBD>8: EvidenceChainValidator螟<72>炊undefined fields蟠ｩ貅<EFBDA9>

髞呵ｯｯ: Cannot convert undefined or null to object

蜴溷屏: Object.entries(fields) 蝨?fields 荳?undefined 譌ｶ蟠ｩ貅?

菫ｮ螟<EFBFBD>: 豺ｻ蜉<EFBDBB>null譽€譟?

if (!fields || typeof fields !== 'object') {
  this.logger.warn('Fields is undefined, null, or not an object');
  return validationResult;
}

蠖ｱ蜩肴枚莉ｶ: EvidenceChainValidator.ts

---

髣ｮ鬚<EFBFBD>9: ConflictDetectionService logger譛ｪ螳壻ｹ?

髞呵ｯｯ: Cannot read properties of undefined (reading 'warn')

蜴溷屏: 菴ｿ逕ｨ莠?this.logger.warn<EFBFBD>御ｽ<EFBFBD>ｯ･邀ｻ菴ｿ逕ｨ蜈ｨ螻€ logger

菫ｮ螟<EFBFBD>:

// 菫ｮ螟榊<E89E9F>?
this.logger.warn('fieldsA is null, undefined, or not an object');

// 菫ｮ螟榊<E89E9F>?
logger.warn('fieldsA is null, undefined, or not an object');

蠖ｱ蜩肴枚莉ｶ: ConflictDetectionService.ts

---

髣ｮ鬚<EFBFBD>10: Promise蟷ｶ陦悟､<E6829F>炊郛ｺ荵丞ｮｹ髞<EFBDB9>

蜴溷屏: 菴ｿ逕ｨ Promise.all<EFBFBD>御ｸ€荳ｪ讓｡蝙句､ｱ雍･莨壼ｯｼ閾ｴ謨ｴ荳ｪ豬∫ｨ句､ｱ雍･

菫ｮ螟<EFBFBD>: 謾ｹ逕ｨ Promise.allSettled

const results = await Promise.allSettled([
  this.process12Fields(pdfBuffer, picosContext, 'deepseek-v3'),
  this.process12Fields(pdfBuffer, picosContext, 'qwen-max'),
]);

// 莨倬寉螟<E5AF89>炊驛ｨ蛻<EFBDA8>､ｱ雍･
if (results[0].status === 'fulfilled') { /* 菴ｿ逕ｨ扈捺棡A */ }
if (results[1].status === 'fulfilled') { /* 菴ｿ逕ｨ扈捺棡B */ }

蠖ｱ蜩肴枚莉ｶ: LLM12FieldsService.ts

---

<EFBFBD>逃 譁ｰ蠅樔ｾ晁ｵ<E69981>

{
  "dependencies": {
    "json-repair": "^0.x.x"  // JSON閾ｪ蜉ｨ菫ｮ螟榊ｺ?
  }
}

螳芽｣<EFBFBD>多莉､:

cd backend
npm install json-repair

---

<EFBFBD>投 莉｣遐∫ｻ溯ｮ｡

譁ｰ蠅樊枚莉ｶ: 22荳? **諤ｻ莉｣遐∬｡梧<EFBDA1>?*: ~4,500陦?

譬ｸ蠢<EFBFBD>恪蜉｡:

• PromptBuilder.ts: 275陦?
• LLM12FieldsService.ts: 547陦?
• MedicalLogicValidator.ts: 413陦?
• EvidenceChainValidator.ts: 464陦?
• ConflictDetectionService.ts: 432陦?

**謠千､ｺ隸肴枚莉?*:

• system_prompt.md: 6,601蟄礼ｬｦ
• user_prompt_template.md: 199陦?
• Cochrane譬<EFBFBD>㊥: 3荳ｪ譁<EFBDAA>ｻ?

豬玖ｯ墓枚莉ｶ:

• integration-test.ts: ~200陦?
• quick-test.ts: 266陦?
• cached-result-test.ts: 129陦?

---

<EFBFBD>識 雍ｨ驥丈ｿ晁ｯ<E69981>

莉｣遐∬ｴｨ驥<EFBFBD>

• 笨?謇€譛瑛inter髞呵ｯｯ蟾ｲ菫ｮ螟?
• 笨?TypeScript邀ｻ蝙句ｮ牙<EFBDAE>
• 笨?ES讓｡蝮苓ｧ<E88B93>激驕ｵ蠕ｪ
• 笨?螳梧紛逧<E7B49B>漠隸ｯ螟<EFBDAF><E89E9F>?
• 笨?隸ｦ扈<EFBDA6>噪譌･蠢苓ｮｰ蠖?

豬玖ｯ戊ｦ<EFBFBD>尠

• 笨?蜊募<E89C8A>豬玖ｯ包ｼ磯ｪ瑚ｯ∝勣<E2889D>?
• 笨?髮<><E9ABAE>豬玖ｯ包ｼ亥ｮ梧紛豬∫ｨ具ｼ<E585B7>
• 笨?螳ｹ髞呎ｵ玖ｯ包ｼ亥ｼょｸｸ螟<EFBDB8>炊<EFBFBD><E7828A>
• 笨?逵溷ｮ霸DF豬玖ｯ<E78E96>

諤ｧ閭ｽ莨伜喧

• 笨?扈捺棡郛灘ｭ假ｼ磯∩蜈埼㍾螟崎ｰ<E5B48E>畑<EFBFBD><E79591>
• 笨?蟷ｶ陦悟､<E6829F>炊<EFBFBD>亥曙讓｡蝙具ｼ?
• 笨?Prompt莨伜喧<E4BC9C>育ｧｻ髯､Few-shot<6F>悟㍼蟆?4KB竊?2KB<4B>?
• 笨?謌先悽霑ｽ雕ｪ<E99B95>磯€乗<C280>逧<EFBFBD>ｴｹ逕ｨ扈溯ｮ｡<EFBDAE><EFBDA1>

---

<EFBFBD>噫 荳倶ｸ€豁･隶｡蛻?

譬ｹ謐ｮ蠑€蜿題ｮ｡蛻?04-蜈ｨ譁<EFBDA8>､咲ｭ帛ｼ€蜿題ｮ｡蛻?md<EFBFBD>?

*Day 4: 謇ｹ螟<EFBDB9>炊莉ｻ蜉｡譛榊<E8AD9B>? (蠕<>ｼ€蟋?

• 莉ｻ蜉｡髦溷<EFBFBD>邂｡逅<EFBFBD>
• 謇ｹ驥丞､<EFBFBD>炊騾ｻ霎<EFBFBD>
• 霑帛ｺｦ霍溯ｸｪ
• 蟷ｶ蜿第而蛻ｶ

*Day 5: 蜑咲ｫｯUI蠑€蜿? (蠕<>ｼ€蟋?

• 隶ｾ鄂ｮ鬘ｵ髱｢
• 蟾･菴懷床鬘ｵ髱?
• 扈捺棡鬘ｵ髱｢
• 蜿瑚ｧ<EFBFBD>崟螳｡髦<EFBFBD>ｼｹ遯?

*Day 6: API髮<49><E9ABAE>荳手＃隹? (蠕<>ｼ€蟋?

• RESTful API螳樒鴫
• 蜑榊錘遶ｯ閨碑ｰ?
• 遶ｯ蛻ｰ遶ｯ豬玖ｯ?

---

<EFBFBD>庁 蜈ｳ髞ｮ謚€譛ｯ蜀ｳ遲?

蜀ｳ遲<EFBFBD>1: 遘ｻ髯､Few-shot Examples

逅<EFBFBD>罰:

• Prompt莉?4KB髯崎<E9ABAF>52KB
• 髯堺ｽ鮫LM隹<EFBFBD>畑謌先悽郤?0%
• MVP髦ｶ谿ｵ莨伜<EFBFBD>騾溷ｺｦ蜥梧<EFBFBD>譛?

蜷守ｻｭ: 蜿ｯ蝨ｨ逕滉ｺｧ邇ｯ蠅<EFBDAF><E8A085>ｹ謐ｮ蜃<EFBDAE>｡ｮ邇<EFBDAE>怙豎る㍾譁ｰ隸<EFBDB0>ｼ?

蜀ｳ遲<EFBFBD>2: MVP荳榊刈霓ｽCochrane譬<65>㊥

逅<EFBFBD>罰:

• 蜃丞ｰ善rompt髟ｿ蠎ｦ
• 髯堺ｽ鮫LM隹<EFBFBD>畑謌先悽
• 荳捺ｳｨ譬ｸ蠢ゴection-Aware遲也払

蜷守ｻｭ: 蜿ｯ騾夊ｿ<E5A48A><EFBDBF>鄂ｮ蠑€蜈ｳ轣ｵ豢ｻ蜷ｯ逕?

蜀ｳ遲<EFBFBD>3: 3螻<33>SON隗｣譫千ｭ也払

逅<EFBFBD>罰:

• LLM霎灘<EFBFBD>譬ｼ蠑丈ｸ咲ｨｳ螳?
• 驕ｿ蜈崎ｧ｣譫仙､ｱ雍･蟇ｼ閾ｴ謨ｴ荳ｪ莉ｻ蜉｡螟ｱ雍･
• 豼€霑帑ｿｮ螟咲ｭ也払<EFBFBD>悟ｿｫ騾櫪VP莠､莉<EFBFBD>

謨域棡: 豬玖ｯ穂ｸ?00%謌仙粥邇?

蜀ｳ遲<EFBFBD>4: Promise.allSettled螳ｹ髞<EFBDB9>

逅<EFBFBD>罰:

• 荳€荳ｪ讓｡蝙句､ｱ雍･荳榊ｽｱ蜩榊嘗荳€荳?
• 莨倬寉髯咲ｺｧ<EFBFBD><EFBFBD>egraded Mode<64>?
• 謠宣ｫ倡ｳｻ扈溷庄髱<EFBFBD>諤?

謨域棡: 蜿梧ｨ｡蝙句ｮｹ髞咎ｪ瑚ｯ<E7919A>€夊ｿ<E5A48A>

---

<EFBFBD>統 扈城ｪ梧€ｻ扈<EFBDBB>

謌仙粥扈城ｪ<EFBFBD>

1. **貂占ｿ帛ｼ丞ｼ€蜿?*: 蜈亥ｮ樒鴫譬ｸ蠢<EFBDB8>粥閭ｽ<E996AD>悟<EFBFBD>莨伜喧扈<E596A7><E68988>?
2. 螳梧紛豬玖ｯ<EFBFBD>: 蜊募<E89C8A>豬玖ｯ<E78E96> + 髮<><E9ABAE>豬玖ｯ<E78E96> + 螳ｹ髞呎ｵ玖ｯ<E78E96>
3. 螳ｹ髞呵ｮｾ隶｡: 螟壼ｱる亟謚､<E8AC9A>御ｼ倬寉髯咲ｺ?
4. 諤ｧ閭ｽ莨伜<EFBFBD>: Prompt莨伜喧縲∫ｼ灘ｭ俶惻蛻ｶ縲∝ｹｶ陦悟､<E6829F><EFBDA4>?

謨呵ｮｭ

1. ES讓｡蝮苓ｿ∫ｧｻ: 髴€隕∵ｳｨ諢?__dirname縲～.js` 謇ｩ螻募錐遲臥ｻ<E887A5>鰍
2. **LLM霎灘<E99C8E>荳咲ｨｳ螳?*: 蠢<>｡ｻ譛詠obust逧<74>ｧ｣譫仙柱鬪瑚ｯ∵惻蛻ｶ
3. **TypeScript邀ｻ蝙区｣€譟?*: 譌ｩ譛溷書邇ｰ貎懷惠髣ｮ鬚<EFBDAE>
4. 譌･蠢苓ｮｰ蠖<EFBFBD>: 隸ｦ扈<EFBDA6>律蠢怜ｯｹ隹<EFBDB9>ｯ戊<EFBDAF>蜈ｳ驥崎ｦ?

---

<EFBFBD>梼 逶ｸ蜈ｳ譁<EFBDB3>｡｣

• **蠑€蜿題ｮ｡蛻?*: 04-蠑€蜿題ｮ｡蛻?04-蜈ｨ譁<EFBDA8>､咲ｭ帛ｼ€蜿題ｮ｡蛻?md
• 雍ｨ驥丈ｿ晞囿遲也払: 02-謚€譛ｯ隶ｾ隶?08-蜈ｨ譁<EFBDA8>､咲ｭ幄ｴｨ驥丈ｿ晞囿遲也払.md
• API隶ｾ隶｡: 02-謚€譛ｯ隶ｾ隶?02-API隶ｾ隶｡隗<EFBDA1>激.md
• **謨ｰ謐ｮ蠎楢ｮｾ隶?*: 02-謚€譛ｯ隶ｾ隶?01-謨ｰ謐ｮ蠎楢ｮｾ隶?md

---

螳梧<EFBFBD>譌･譛<EFBFBD>: 2025蟷?1譛?2譌? **迥ｶ諤?: 笨?Day 2 & Day 3 蜈ｨ驛ｨ螳梧<E89EB3>
**荳倶ｸ€豁?: Day 4 謇ｹ螟<EFBDB9>炊莉ｻ蜉｡譛榊<E8AD9B>?