HaHafeng
1b53ab9d52
Major Changes: - Add StreamingService with OpenAI Compatible format - Upgrade Chat component V2 with Ant Design X integration - Implement AIA module with 12 intelligent agents - Update API routes to unified /api/v1 prefix - Update system documentation Backend (~1300 lines): - common/streaming: OpenAI Compatible adapter - modules/aia: 12 agents, conversation service, streaming integration - Update route versions (RVW, PKB to v1) Frontend (~3500 lines): - modules/aia: AgentHub + ChatWorkspace (100% prototype restoration) - shared/Chat: AIStreamChat, ThinkingBlock, useAIStream Hook - Update API endpoints to v1 Documentation: - AIA module status guide - Universal capabilities catalog - System overview updates - All module documentation sync Tested: Stream response verified, authentication working Status: AIA V2.0 core completed (85%)
327 lines
8.2 KiB
Markdown
327 lines
8.2 KiB
Markdown
# ASL Prompt璁捐<E79281>涓庢祴璇曞畬鎴愭姤鍛?
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**鏃ユ湡**: 2025-11-18
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**浠诲姟**: ASL妯″潡Prompt璁捐<E79281>涓庤川閲忔祴璇?
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**鐘舵€?*: 鉁?瀹屾垚
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**鑰楁椂**: ~4灏忔椂
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---
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## 馃搵 浠诲姟姒傝堪
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鏍规嵁`AIclinicalresearch\docs\03-涓氬姟妯″潡\ASL-AI鏅鸿兘鏂囩尞\02-鎶€鏈<E282AC><E98F88>璁<EFBFBD>06-璐ㄩ噺淇濋殰涓庡彲杩芥函绛栫暐.md`鐨勮川閲忚<EFBFBD>姹傦紝瀹屾垚ASL妯″潡MVP闃舵<EFBFBD>鐨凱rompt璁捐<EFBFBD>銆佹祴璇曟<EFBFBD>鏋舵惌寤哄拰璐ㄩ噺楠岃瘉銆?
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**璐ㄩ噺鐩<E599BA>爣**:
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- 鍑嗙‘鐜?鈮?85%
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- 鍙屾ā鍨嬩竴鑷寸巼 鈮?80%
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- JSON Schema楠岃瘉鐜?鈮?95%
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- 浜哄伐澶嶆牳鐜?鈮?20%
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---
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## 鉁?瀹屾垚鍐呭<E98D90>
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### 1. 楂樿川閲廝rompt璁捐<E79281> (v1.0.0-MVP)
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**鏂囦欢**: `backend/prompts/asl/screening/v1.0.0-mvp.txt`
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**璁捐<E79281>鐗圭偣**:
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- 鉁?缁撴瀯鍖栧垎姝ユ寚瀵硷紙姝ラ<E5A79D>1-4锛?
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- 鉁?鏄庣‘鐨凱ICO璇勪及鏍囧噯
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- 鉁?璇︾粏鐨勮緭鍑烘牸寮忚<E5AFAE>姹?
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- 鉁?鍖诲<E98D96>鏂囩尞绛涢€夊師鍒?
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- 鉁?缃<>俊搴﹁瘎鍒嗘寚鍗?
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- 鉁?50-300瀛楃悊鐢辫<E990A2>姹?
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**鏍稿績鍐呭<E98D90>**:
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```
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姝ラ<EFBFBD>1: PICO閫愰」璇勪及 (match/partial/mismatch)
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姝ラ<EFBFBD>2: 鎻愬彇璇佹嵁 (寮曠敤鍘熸枃)
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姝ラ<EFBFBD>3: 缁煎悎鍐崇瓥 (include/exclude/uncertain)
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姝ラ<EFBFBD>4: 缃<>俊搴﹁瘎鍒?(0-1)
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```
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### 2. 娴嬭瘯鏁版嵁闆嗘瀯寤?
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**鏂囦欢**: `backend/scripts/test-samples/asl-test-literatures.json`
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**娴嬭瘯鏍锋湰**: 10绡囩簿蹇冭<E8B987>璁＄殑鍖诲<E98D96>鏂囩尞
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- 鉁?3绡囧簲绾冲叆锛圧CT + 蹇冭<E8B987>绠＄粨灞€锛?
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- 鉁?6绡囧簲鎺掗櫎锛堢患杩般€佸姩鐗╁疄楠屻€佺梾渚嬫姤鍛娿€佽<E282AC>瀵熸€х爺绌躲€佸仴搴峰織鎰胯€呫€佺己涔忕粨灞€锛?
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- 鉁?1绡囪竟鐣屾<E990A3>渚嬶紙鍙岄噸鎶戝埗鍓傦級
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**瑕嗙洊鍦烘櫙**:
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- RCT vs 瑙傚療鎬х爺绌?
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- SGLT2鍗曚竴鎶戝埗鍓?vs 鍙岄噸鎶戝埗鍓?
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- 绯栧翱鐥呮偅鑰?vs 鍋ュ悍蹇楁効鑰?
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- 瀹夋叞鍓傚<E98D93>鐓?vs 娲绘€у<E282AC>鐓?
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- 鎶ュ憡蹇冭<E8B987>绠＄粨灞€ vs 浠呬唬璋㈡寚鏍?
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- 鍘熷<E98D98>鐮旂┒ vs 缁艰堪/Meta鍒嗘瀽
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### 3. 鑷<>姩鍖栨祴璇曟<E79287>鏋?
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**鏂囦欢**: `backend/scripts/test-llm-screening.ts`
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**鍔熻兘鐗规€?*:
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- 鉁?鍙屾ā鍨嬪苟琛屾祴璇曪紙DeepSeek + Qwen锛?
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- 鉁?鑷<>姩璐ㄩ噺鎸囨爣璁＄畻
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- 鉁?娣锋穯鐭╅樀鍒嗘瀽
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- 鉁?璇︾粏缁撴灉璁板綍锛圝SON + Markdown锛?
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- 鉁?鍐茬獊妫€娴嬩笌鏍囪<E98F8D>
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- 鉁?澶勭悊鏃堕棿缁熻<E7BC81>
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**璐ㄩ噺鎸囨爣**:
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```typescript
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{
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鍑嗙‘鐜? correctDecisions / totalTests,
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涓€鑷寸巼: consensusCount / totalTests,
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骞冲潎缃<EFBFBD>俊搴? avgConfidence,
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闇€浜哄伐澶嶆牳鐜? needReviewCount / totalTests,
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娣锋穯鐭╅樀: { TP, FP, TN, FN, uncertain }
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}
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```
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### 4. 浠ｇ爜浼樺寲涓庝慨澶?
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**淇<><E6B787>闂<EFBFBD><E99782>**:
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1. 鉁?`LLMFactory`璋冪敤鏂瑰紡閿欒<EFBFBD> 鈫?鏀圭敤`getAdapter()`
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2. 鉁?妯″瀷鍚嶇О鏄犲皠 鈫?鍒涘缓`MODEL_TYPE_MAP`
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3. 鉁?JSON瑙ｆ瀽缁撴灉澶勭悊 鈫?姝ｇ‘鎻愬彇`parseResult.data`
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4. 鉁?Prompt鍑芥暟绛惧悕 鈫?澧炲姞authors/journal/year鍙傛暟
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**鏂囦欢鏀瑰姩**:
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- `backend/src/modules/asl/services/llmScreeningService.ts`
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- `backend/src/modules/asl/schemas/screening.schema.ts`
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---
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## 馃搳 娴嬭瘯缁撴灉
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### 棣栨<E6A3A3>娴嬭瘯鎴愮哗 (v1.0.0)
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| 璐ㄩ噺鎸囨爣 | 瀹為檯鍊?| 鐩<>爣鍊?| 鐘舵€?| 鍒嗘瀽 |
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|---------|--------|--------|------|------|
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| **鍑嗙‘鐜?* | 60.0% | 鈮?5% | 鉂?| 闇€鎻愬崌25% |
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| **涓€鑷寸巼** | 70.0% | 鈮?0% | 鉂?| 闇€鎻愬崌10% |
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| **骞冲潎缃<E6BD8E>俊搴?* | 0.95 | - | 鉁?| 浼樼<E6B5BC> |
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| **闇€浜哄伐澶嶆牳鐜?* | 30.0% | 鈮?0% | 鉂?| 闇€闄嶄綆10% |
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| **JSON楠岃瘉鐜?* | 100% | 鈮?5% | 鉁?| 瀹岀編 |
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### 鎴愬姛妗堜緥 (6/10)
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鉁?**姝ｇ‘妗堜緥**:
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1. test-002: RCT + 蹇冭<E8B987>绠＄粨灞€ 鈫?鉁?绾冲叆
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2. test-003: 绯荤粺缁艰堪 鈫?鉁?鎺掗櫎
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3. test-004: 鍔ㄧ墿瀹為獙 鈫?鉁?鎺掗櫎
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4. test-005: RCT + 蹇冭<E8B987>绠＄粨灞€(CREDENCE) 鈫?鉁?绾冲叆
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5. test-006: 鍥為【鎬ч槦鍒?鈫?鉁?鎺掗櫎
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6. test-009: 鐥呬緥鎶ュ憡 鈫?鉁?鎺掗櫎
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### 閿欒<E996BF>妗堜緥鍒嗘瀽 (4/10)
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鉂?**閿欒<E996BF>绫诲瀷**:
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1. **test-001** (鍋囬槾鎬?:
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- 鏈熸湜include锛屽疄闄卐xclude
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- 鍘熷洜锛氱己涔忓績琛€绠＄粨灞€鏁版嵁
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- **璇勪及锛氭ā鍨嬪彲鑳芥<E991B3>纭<EFBFBD>紝鏈熸湜鍊兼湁璇?*
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2. **test-007** (PICO鍐茬獊):
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- 鍋ュ悍蹇楁効鑰呯爺绌?
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- 涓ゆā鍨嬬粨璁轰竴鑷?exclude)锛屼絾I鍜孲缁村害鍒ゆ柇涓嶅悓
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3. **test-008** (PICO鍐茬獊):
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- 瑙傚療鎬х爺绌?
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- 涓ゆā鍨嬬粨璁轰竴鑷?exclude)锛屼絾C缁村害鍒ゆ柇涓嶅悓
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4. **test-010** (涓ラ噸鍐茬獊):
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- 鍙岄噸SGLT1/SGLT2鎶戝埗鍓?
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- DeepSeek=exclude, Qwen=include锛屽畬鍏ㄧ浉鍙?
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---
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## 馃攳 鏍稿績鍙戠幇
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### 1. Prompt鍩烘湰妗嗘灦鏈夋晥 鉁?
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**璇佹嵁**:
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- 6/10妗堜緥瀹屽叏姝ｇ‘锛屽噯纭<E599AF>巼60%
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- JSON Schema楠岃瘉鐜?00%
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- 骞冲潎缃<E6BD8E>俊搴?.95
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### 2. 杈圭晫鎯呭喌闇€瑕佷紭鍖?鈿狅笍
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**闂<><E99782>鍦烘櫙**:
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- 鍙岄噸鎶戝埗鍓?vs 鍗曚竴SGLT2鎶戝埗鍓?
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- 鍋ュ悍蹇楁効鑰?Phase 1鐮旂┒
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- 娲绘€у<E282AC>鐓?vs 瀹夋叞鍓傚<E98D93>鐓?
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- 缁撳眬鎸囨爣鍖归厤鍒ゆ柇
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### 3. PICO鍒ゆ柇鏍囧噯闇€鏄庣‘ 鈿狅笍
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**褰卞搷**:
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- 涓や釜妯″瀷瀵筸atch/partial/mismatch鐨勭晫闄愮悊瑙ｄ笉鍚?
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- 瀵艰嚧鍗充娇缁撹<E7BC81>涓€鑷翠篃琚<E7AF83>爣璁颁负鍐茬獊
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- 鎻愰珮浜嗕汉宸ュ<E5AEB8>鏍哥巼
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### 4. 鍐茬獊妫€娴嬭繃浜庝弗鏍?鈿狅笍
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**鐜拌薄**:
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- test-007鍜宼est-008涓や釜妯″瀷缁撹<E7BC81>閮芥槸exclude
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- 浣嗗洜涓篜ICO鏌愪釜缁村害鍒ゆ柇涓嶅悓琚<E68293>爣璁颁负鍐茬獊
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- 寤鸿<E5AFA4>鍙<EFBFBD>湁conclusion涓嶅悓鎵嶇畻涓ラ噸鍐茬獊
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---
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## 馃挕 浼樺寲鏂规<E98F82>
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### 绔嬪嵆浼樺寲 (v1.0.1)
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**1. 澧炲姞Few-shot绀轰緥**
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```
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鍦≒rompt涓<EFBFBD><EFBFBD>鍔?-5涓<35>爣鍑嗘<E98D91>渚嬶細
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- 鏄庣‘绾冲叆锛歊CT + SGLT2鎶戝埗鍓?+ 瀹夋叞鍓?+ 蹇冭<E8B987>绠＄粨灞€
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- 鏄庣‘鎺掗櫎锛氱患杩般€佸姩鐗╁疄楠屻€佺梾渚嬫姤鍛?
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- 杈圭晫鎯呭喌锛氬弻閲嶆姂鍒跺墏 鈫?uncertain
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```
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**2. 鏄庣‘PICO鍒ゆ柇鏍囧噯**
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```
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P: match=2鍨嬬硸灏跨梾鎮ｈ€?| partial=娣峰悎浜虹兢 | mismatch=鍋ュ悍蹇楁効鑰?鍔ㄧ墿
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I: match=鍗曚竴SGLT2鎶戝埗鍓?| partial=鑱斿悎鐢ㄨ嵂 | mismatch=鍙岄噸鎶戝埗鍓?鍏朵粬
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C: match=瀹夋叞鍓?甯歌<E794AF>鐤楁硶 | partial=鏍囧噯娌荤枟 | mismatch=娲绘€у<E282AC>鐓?DPP-4绛?
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S: match=RCT | partial=鍑嗛殢鏈?| mismatch=瑙傚療鎬?缁艰堪/鍔ㄧ墿/鐥呬緥
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```
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**3. 寮哄寲uncertain浣跨敤**
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```
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- 淇℃伅涓嶈冻 鈫?uncertain
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- 杈圭晫鎯呭喌 鈫?uncertain
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- PICO鏈?涓<>強浠ヤ笂partial 鈫?uncertain
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```
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**4. 浼樺寲鍐茬獊妫€娴?*
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```typescript
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// 鍙<>湁conclusion涓嶅悓鎵嶇畻涓ラ噸鍐茬獊
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const hasConflict = result1.conclusion !== result2.conclusion;
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// PICO缁村害宸<E5AEB3>紓闄嶇骇涓?闇€娉ㄦ剰"
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```
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### 棰勬湡鏀瑰杽鏁堟灉
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| 鎸囨爣 | v1.0.0 | v1.0.1棰勬湡 | 鏀瑰杽 |
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|------|--------|------------|------|
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| 鍑嗙‘鐜?| 60% | **85-90%** | +25-30% |
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| 涓€鑷寸巼 | 70% | **85-90%** | +15-20% |
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| 浜哄伐澶嶆牳鐜?| 30% | **15-20%** | -10-15% |
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---
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## 馃搧 浜や粯鏂囦欢娓呭崟
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### 鏍稿績鏂囦欢
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1. **Prompt妯℃澘**:
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- `backend/prompts/asl/screening/v1.0.0-mvp.txt` (118琛?
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2. **娴嬭瘯鏁版嵁**:
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- `backend/scripts/test-samples/asl-test-literatures.json` (114琛? 10绡囨枃鐚?
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3. **娴嬭瘯鑴氭湰**:
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- `backend/scripts/test-llm-screening.ts` (376琛?
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4. **鏈嶅姟浼樺寲**:
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- `backend/src/modules/asl/services/llmScreeningService.ts` (224琛? 宸蹭紭鍖?
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- `backend/src/modules/asl/schemas/screening.schema.ts` (174琛? 宸叉洿鏂?
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### 鏂囨。鎶ュ憡
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5. **璐ㄩ噺鍒嗘瀽鎶ュ憡**:
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- `backend/docs/ASL-Prompt璐ㄩ噺鍒嗘瀽鎶ュ憡-v1.0.0.md` (璇︾粏鍒嗘瀽)
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6. **娴嬭瘯缁撴灉**:
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- `backend/scripts/test-results/test-results-2025-11-18T08-10-57-407Z.json`
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- `backend/scripts/test-results/test-report-2025-11-18T08-10-57-407Z.md`
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7. **鏈<>姤鍛?*:
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- `docs/03-涓氬姟妯″潡/ASL-AI鏅鸿兘鏂囩尞/05-寮€鍙戣<E98D99>褰?2025-11-18-Prompt璁捐<E79281>涓庢祴璇曞畬鎴愭姤鍛?md`
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---
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## 馃幆 涓嬩竴姝ヨ<E5A79D>鍒?
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### Week 2 - Day 1 (鏄庡ぉ)
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**浠诲姟**: Prompt v1.0.1浼樺寲涓庨噸娴?
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1. [ ] 鍒涘缓v1.0.1 Prompt锛屽<E9949B>鍔燜ew-shot绀轰緥
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2. [ ] 鏇存柊PICO鍒ゆ柇鏍囧噯璇存槑
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3. [ ] 浼樺寲鍐茬獊妫€娴嬮€昏緫
|
||
4. [ ] 閲嶆柊杩愯<E69DA9>娴嬭瘯锛岄獙璇佹敼杩涙晥鏋?
|
||
5. [ ] 鐩<>爣锛氬噯纭<E599AF>巼鈮?5%锛屼竴鑷寸巼鈮?5%
|
||
|
||
### Week 2 - Day 2-3
|
||
|
||
**浠诲姟**: 鎵╁睍娴嬭瘯涓庢ā鍨嬪<E98DA8>姣?
|
||
|
||
1. [ ] 鎵╁厖娴嬭瘯鏍锋湰鑷?0-30绡?
|
||
2. [ ] 娴嬭瘯GPT-5鍜孋laude-4.5鐨勮〃鐜?
|
||
3. [ ] 瀵规瘮涓嶅悓妯″瀷缁勫悎鐨勬晥鏋?
|
||
4. [ ] 寤虹珛Few-shot绀轰緥搴?
|
||
|
||
### Week 2 - Day 4-5
|
||
|
||
**浠诲姟**: 闆嗘垚鍒癆PI涓庡墠绔<E5A2A0>紑鍙?
|
||
|
||
1. [ ] 灏哃LM绛涢€夐泦鎴愬埌绛涢€変换鍔℃帶鍒跺櫒
|
||
2. [ ] 瀹炵幇鎵归噺绛涢€夊姛鑳?
|
||
3. [ ] 寮€濮嬪墠绔疷I寮€鍙?
|
||
|
||
---
|
||
|
||
## 馃挭 鍥㈤槦鍙嶉<E98D99>
|
||
|
||
### 浼樺娍
|
||
|
||
鉁?**绯荤粺鍖栨祴璇曟<E79287>鏋?*: 寤虹珛浜嗗畬鏁寸殑鑷<E6AE91>姩鍖栨祴璇曟祦绋?
|
||
鉁?**楂樿川閲忓熀绾?*: v1.0.0 Prompt宸茶揪鍒?0%鍑嗙‘鐜?
|
||
鉁?**璇︾粏鍙<E7B28F>拷婧?*: 鎵€鏈夋祴璇曠粨鏋滃彲澶嶇幇
|
||
鉁?**蹇<>€熻凯浠ｈ兘鍔?*: 鍙<>揩閫熸祴璇曚笉鍚孭rompt鐗堟湰
|
||
|
||
### 寰呮敼杩?
|
||
|
||
鈿狅笍 **杈圭晫鎯呭喌澶勭悊**: 闇€瑕佹洿鏄庣‘鐨勫垽鏂<E59EBD>爣鍑?
|
||
鈿狅笍 **涓€鑷存€ф帶鍒?*: 涓や釜妯″瀷瀵瑰悓涓€鎯呭喌鐨勫垽鏂<E59EBD>渶鏇翠竴鑷?
|
||
鈿狅笍 **涓嶇‘瀹氭€у紩瀵?*: 闇€寮曞<E5AFAE>妯″瀷鏇村<E98F87>浣跨敤uncertain
|
||
|
||
---
|
||
|
||
## 馃搳 缁熻<E7BC81>鏁版嵁
|
||
|
||
| 椤圭洰 | 鏁伴噺 |
|
||
|------|------|
|
||
| 鏂板<E98F82>浠ｇ爜琛屾暟 | ~1,200琛?|
|
||
| 鏂板<E98F82>鏂囨。椤垫暟 | ~15椤?|
|
||
| 娴嬭瘯鏍锋湰鏁?| 10绡?|
|
||
| 娴嬭瘯閫氳繃鐜?| 60% |
|
||
| API璋冪敤娆℃暟 | 20娆★紙10绡嚸楀弻妯″瀷锛?|
|
||
| 鎬诲<E98EAC>鐞嗘椂闂?| 125绉?|
|
||
| 骞冲潎姣忕瘒鑰楁椂 | 12.5绉?|
|
||
|
||
---
|
||
|
||
**鎶ュ憡浜?*: AI Assistant
|
||
**瀹℃牳浜?*: [寰呭～鍐橾
|
||
**鏃ユ湡**: 2025-11-18
|
||
**鐗堟湰**: v1.0.0
|
||
|
||
|
||
|
||
|
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|
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|
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