feat(aia): Complete AIA V2.0 with universal streaming capabilities

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%)
2026-01-14 19:15:01 +08:00
parent 3d35e9c58b
commit 1b53ab9d52
386 changed files with 52096 additions and 65238 deletions
--- a/docs/03-业务模块/ASL-AI智能文献/04-开发计划/01-开发里程碑.md
+++ b/docs/03-业务模块/ASL-AI智能文献/04-开发计划/01-开发里程碑.md
@@ -1,98 +1,72 @@
 # ASL 妯″潡寮€鍙戦噷绋嬬<E7BB8B>

-> **文档版本：** V3.0  
-> **创建日期：** 2025-11-16  
-> **维护者：** AI智能文献开发团队  
+> **鏂囨。鐗堟湰锛?* V3.0  
+> **鍒涘缓鏃ユ湡锛?* 2025-11-16  
+> **缁存姢鑰咃細** AI鏅鸿兘鏂囩尞寮€鍙戝洟闃? 
 > **鏈€鍚庢洿鏂帮細** 2025-11-16  
-> **⭐ 重要：基于真实架构（Frontend-v2 + Backend增量演进）**
+> **猸?閲嶈<E996B2>锛氬熀浜庣湡瀹炴灦鏋勶紙Frontend-v2 + Backend澧為噺婕旇繘锛?*

 ---

 ## 馃搵 鏂囨。姒傝堪

-本文档定义 ASL（AI智能文献）模块的完整开发里程碑，采用 **MVP → V1.0 → V2.0** 三阶段渐进式演进策略。
-
-**架构前提：**
- ✅ Frontend-v2 全新架构（顶部导航 + 模块注册）- Week 2 Day 6-7 已完成
- ✅ Backend 增量演进架构（legacy/ + common/ + modules/）- Week 2 Day 8-9 已完成
- ✅ 数据库 10个Schema隔离 - Week 1 已完成
- 🚧 ASL 模块占位就绪，等待 Week 3 开发
-
+鏈<EFBFBD>枃妗ｅ畾涔?ASL锛圓I鏅鸿兘鏂囩尞锛夋ā鍧楃殑瀹屾暣寮€鍙戦噷绋嬬<E7BB8B>锛岄噰鐢?**MVP 鈫?V1.0 鈫?V2.0** 涓夐樁娈垫笎杩涘紡婕旇繘绛栫暐銆?
+**鏋舵瀯鍓嶆彁锛?*
+- 鉁?Frontend-v2 鍏ㄦ柊鏋舵瀯锛堥《閮ㄥ<E996AE>鑸?+ 妯″潡娉ㄥ唽锛? Week 2 Day 6-7 宸插畬鎴?- 鉁?Backend 澧為噺婕旇繘鏋舵瀯锛坙egacy/ + common/ + modules/锛? Week 2 Day 8-9 宸插畬鎴?- 鉁?鏁版嵁搴?10涓猄chema闅旂<E99785> - Week 1 宸插畬鎴?- 馃毀 ASL 妯″潡鍗犱綅灏辩华锛岀瓑寰?Week 3 寮€鍙?
 ---

-## 🏗️ 当前架构基础（已完成）
-
+## 馃彈锔?褰撳墠鏋舵瀯鍩虹<E98DA9>锛堝凡瀹屾垚锛?
 ### Frontend-v2 鐪熷疄鏋舵瀯
 ```
 frontend-v2/src/
-├── framework/                      # ✅ 已实现（Week 2 Day 6-7）
-│   ├── layout/
-│   │   ├── MainLayout.tsx          # ✅ 主布局（顶部导航）
-│   │   └── TopNavigation.tsx       # ✅ 顶部导航栏（6个模块）
-│   ├── modules/
-│   │   ├── moduleRegistry.ts       # ✅ 模块注册中心
-│   │   ├── ErrorBoundary.tsx       # ✅ 错误边界
-│   │   └── types.ts                # ✅ 模块类型定义
-│   ├── router/
-│   │   └── RouteGuard.tsx          # ✅ 路由守卫
-│   └── permission/
-│       ├── PermissionContext.tsx   # ✅ 权限控制
-│       └── usePermission.ts        # ✅ 权限Hook
-│
-└── modules/                        # 📦 业务模块
+鈹溾攢鈹€ framework/                      # 鉁?宸插疄鐜帮紙Week 2 Day 6-7锛?鈹?  鈹溾攢鈹€ layout/
+鈹?  鈹?  鈹溾攢鈹€ MainLayout.tsx          # 鉁?涓诲竷灞€锛堥《閮ㄥ<E996AE>鑸<EFBFBD>級
+鈹?  鈹?  鈹斺攢鈹€ TopNavigation.tsx       # 鉁?椤堕儴瀵艰埅鏍忥紙6涓<36>ā鍧楋級
+鈹?  鈹溾攢鈹€ modules/
+鈹?  鈹?  鈹溾攢鈹€ moduleRegistry.ts       # 鉁?妯″潡娉ㄥ唽涓<E594BD>績
+鈹?  鈹?  鈹溾攢鈹€ ErrorBoundary.tsx       # 鉁?閿欒<E996BF>杈圭晫
+鈹?  鈹?  鈹斺攢鈹€ types.ts                # 鉁?妯″潡绫诲瀷瀹氫箟
+鈹?  鈹溾攢鈹€ router/
+鈹?  鈹?  鈹斺攢鈹€ RouteGuard.tsx          # 鉁?璺<>敱瀹堝崼
+鈹?  鈹斺攢鈹€ permission/
+鈹?      鈹溾攢鈹€ PermissionContext.tsx   # 鉁?鏉冮檺鎺у埗
+鈹?      鈹斺攢鈹€ usePermission.ts        # 鉁?鏉冮檺Hook
+鈹?鈹斺攢鈹€ modules/                        # 馃摝 涓氬姟妯″潡
    鈹溾攢鈹€ asl/                        # 馃毀 ASL妯″潡锛堝崰浣嶏紝Week 3寮€鍙戯級
-    │   └── index.tsx               # ✅ 占位页面
-    ├── aia/                        # ✅ AI问答（占位）
-    ├── pkb/                        # ✅ 知识库（占位）
-    ├── dc/                         # ✅ 数据清洗（占位）
-    ├── ssa/                        # ✅ 统计分析（占位）
-    └── st/                         # ✅ 统计工具（占位）
+    鈹?  鈹斺攢鈹€ index.tsx               # 鉁?鍗犱綅椤甸潰
+    鈹溾攢鈹€ aia/                        # 鉁?AI闂<49>瓟锛堝崰浣嶏級
+    鈹溾攢鈹€ pkb/                        # 鉁?鐭ヨ瘑搴擄紙鍗犱綅锛?    鈹溾攢鈹€ dc/                         # 鉁?鏁版嵁娓呮礂锛堝崰浣嶏級
+    鈹溾攢鈹€ ssa/                        # 鉁?缁熻<E7BC81>鍒嗘瀽锛堝崰浣嶏級
+    鈹斺攢鈹€ st/                         # 鉁?缁熻<E7BC81>宸ュ叿锛堝崰浣嶏級
 ```

 ### Backend 鐪熷疄鏋舵瀯
 ```
 backend/src/
-├── legacy/                         # ✅ 现有业务（Week 2 Day 8-9完成迁移）
-│   ├── routes/                     # 7个路由文件
-│   │   ├── projects.ts             # AIA: 项目路由
-│   │   ├── agents.ts               # AIA: 智能体路由
-│   │   ├── conversations.ts        # AIA: 对话路由
-│   │   ├── chatRoutes.ts           # AIA: 通用对话
-│   │   ├── knowledgeBases.ts       # PKB: 知识库路由
-│   │   ├── batchRoutes.ts          # PKB: 批处理路由
-│   │   └── reviewRoutes.ts         # RVW: 稿件审查路由
-│   ├── controllers/                # 控制器
-│   └── services/                   # 服务
-│
-├── common/                         # ✅ 通用能力层（已实现）
-│   ├── llm/adapters/               # LLM适配器
-│   │   ├── DeepSeekAdapter.ts      # ✅ DeepSeek-V3
-│   │   ├── QwenAdapter.ts          # ✅ Qwen3-72B
-│   │   └── LLMFactory.ts           # ✅ 工厂类
-│   ├── rag/
-│   │   └── DifyClient.ts           # ✅ RAG客户端
-│   ├── document/
-│   │   └── ExtractionClient.ts     # ✅ 文档提取客户端
-│   ├── middleware/
-│   │   └── validateProject.ts      # ✅ 验证中间件
-│   └── utils/
-│       └── jsonParser.ts           # ✅ JSON解析工具
-│
-└── modules/                        # 🌟 新模块开发区
+鈹溾攢鈹€ legacy/                         # 鉁?鐜版湁涓氬姟锛圵eek 2 Day 8-9瀹屾垚杩佺Щ锛?鈹?  鈹溾攢鈹€ routes/                     # 7涓<37>矾鐢辨枃浠?鈹?  鈹?  鈹溾攢鈹€ projects.ts             # AIA: 椤圭洰璺<E6B4B0>敱
+鈹?  鈹?  鈹溾攢鈹€ agents.ts               # AIA: 鏅鸿兘浣撹矾鐢?鈹?  鈹?  鈹溾攢鈹€ conversations.ts        # AIA: 瀵硅瘽璺<E798BD>敱
+鈹?  鈹?  鈹溾攢鈹€ chatRoutes.ts           # AIA: 閫氱敤瀵硅瘽
+鈹?  鈹?  鈹溾攢鈹€ knowledgeBases.ts       # PKB: 鐭ヨ瘑搴撹矾鐢?鈹?  鈹?  鈹溾攢鈹€ batchRoutes.ts          # PKB: 鎵瑰<E98EB5>鐞嗚矾鐢?鈹?  鈹?  鈹斺攢鈹€ reviewRoutes.ts         # RVW: 绋夸欢瀹℃煡璺<E785A1>敱
+鈹?  鈹溾攢鈹€ controllers/                # 鎺у埗鍣?鈹?  鈹斺攢鈹€ services/                   # 鏈嶅姟
+鈹?鈹溾攢鈹€ common/                         # 鉁?閫氱敤鑳藉姏灞傦紙宸插疄鐜帮級
+鈹?  鈹溾攢鈹€ llm/adapters/               # LLM閫傞厤鍣?鈹?  鈹?  鈹溾攢鈹€ DeepSeekAdapter.ts      # 鉁?DeepSeek-V3
+鈹?  鈹?  鈹溾攢鈹€ QwenAdapter.ts          # 鉁?Qwen3-72B
+鈹?  鈹?  鈹斺攢鈹€ LLMFactory.ts           # 鉁?宸ュ巶绫?鈹?  鈹溾攢鈹€ rag/
+鈹?  鈹?  鈹斺攢鈹€ DifyClient.ts           # 鉁?RAG瀹㈡埛绔?鈹?  鈹溾攢鈹€ document/
+鈹?  鈹?  鈹斺攢鈹€ ExtractionClient.ts     # 鉁?鏂囨。鎻愬彇瀹㈡埛绔?鈹?  鈹溾攢鈹€ middleware/
+鈹?  鈹?  鈹斺攢鈹€ validateProject.ts      # 鉁?楠岃瘉涓<E79889>棿浠?鈹?  鈹斺攢鈹€ utils/
+鈹?      鈹斺攢鈹€ jsonParser.ts           # 鉁?JSON瑙ｆ瀽宸ュ叿
+鈹?鈹斺攢鈹€ modules/                        # 馃専 鏂版ā鍧楀紑鍙戝尯
    鈹斺攢鈹€ asl/                        # 馃毀 ASL妯″潡锛堢┖鐩<E29496>綍锛學eek 3寮€鍙戯級
-        └── （待创建）
-```
+        鈹斺攢鈹€ 锛堝緟鍒涘缓锛?```

-### Database Schema（已隔离）
-```
+### Database Schema锛堝凡闅旂<EFBFBD>锛?```
 PostgreSQL 15 + Prisma 6.17.0

-✅ platform_schema  - 用户表（users）
-✅ aia_schema       - AI问答（projects, conversations, messages等）
-✅ pkb_schema       - 知识库（knowledge_bases, documents, batch_tasks等）
+鉁?platform_schema  - 鐢ㄦ埛琛<EFBFBD>紙users锛?鉁?aia_schema       - AI闂<49>瓟锛坧rojects, conversations, messages绛夛級
+鉁?pkb_schema       - 鐭ヨ瘑搴擄紙knowledge_bases, documents, batch_tasks绛夛級
 馃毀 asl_schema       - AI鏅鸿兘鏂囩尞锛圵eek 3 瀹氫箟琛ㄧ粨鏋勶級
-📋 common_schema    - 通用能力层（预留）
-📋 dc_schema        - 数据清洗（预留）
+馃搵 common_schema    - 閫氱敤鑳藉姏灞傦紙棰勭暀锛?馃搵 dc_schema        - 鏁版嵁娓呮礂锛堥<E9949B>鐣欙級
 馃搵 rvw_schema       - 绋夸欢瀹℃煡锛堥<E9949B>鐣欙級
 馃搵 admin_schema     - 杩愯惀绠＄悊锛堥<E9949B>鐣欙級
 馃搵 ssa_schema       - 缁熻<E7BC81>鍒嗘瀽锛堥<E9949B>鐣欙級
@@ -104,20 +78,9 @@ PostgreSQL 15 + Prisma 6.17.0
 ## 馃幆 鎬讳綋鎴樼暐

 ```
-┌──────────────────────────────────────────────────────────────┐
-│                    ASL 三阶段演进路线图                         │
-├──────────────────────────────────────────────────────────────┤
-│  MVP (4周)            V1.0 (6周)            V2.0 (8周)         │
-│  ├─ 基础可用          ├─ 高质量             ├─ 医学级          │
-│  ├─ 快速验证          ├─ 智能优化           ├─ 自动审计         │
-│  ├─ 成本优先          ├─ 质量提升           ├─ 完整追溯         │
-│  └─ 人工复核          └─ 规则验证           └─ HITL智能分流     │
-└──────────────────────────────────────────────────────────────┘
-
-核心设计原则：
-  1. 架构先行：在已完成的 Frontend-v2 和 Backend 架构基础上开发
-  2. 分步实施：每阶段交付可用功能
-  3. 质量可控：准确率从85% → 90% → 95%
+鈹屸攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?鈹?                   ASL 涓夐樁娈垫紨杩涜矾绾垮浘                         鈹?鈹溾攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?鈹? MVP (4鍛?            V1.0 (6鍛?            V2.0 (8鍛?         鈹?鈹? 鈹溾攢 鍩虹<E98DA9>鍙<EFBFBD>敤          鈹溾攢 楂樿川閲?            鈹溾攢 鍖诲<E98D96>绾?         鈹?鈹? 鈹溾攢 蹇<>€熼獙璇?         鈹溾攢 鏅鸿兘浼樺寲           鈹溾攢 鑷<>姩瀹¤<E780B9>         鈹?鈹? 鈹溾攢 鎴愭湰浼樺厛          鈹溾攢 璐ㄩ噺鎻愬崌           鈹溾攢 瀹屾暣杩芥函         鈹?鈹? 鈹斺攢 浜哄伐澶嶆牳          鈹斺攢 瑙勫垯楠岃瘉           鈹斺攢 HITL鏅鸿兘鍒嗘祦     鈹?鈹斺攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
+鏍稿績璁捐<EFBFBD>鍘熷垯锛?  1. 鏋舵瀯鍏堣<E98D8F>锛氬湪宸插畬鎴愮殑 Frontend-v2 鍜?Backend 鏋舵瀯鍩虹<E98DA9>涓婂紑鍙?  2. 鍒嗘<E98D92>瀹炴柦锛氭瘡闃舵<E99783>浜や粯鍙<E7B2AF>敤鍔熻兘
+  3. 璐ㄩ噺鍙<E599BA>帶锛氬噯纭<E599AF>巼浠?5% 鈫?90% 鈫?95%
  4. 鎴愭湰鍙<E6B9B0>帶锛氫紭鍏堜娇鐢―eepSeek+Qwen3锛屽彲鍒囨崲楂樼<E6A582>妯″瀷
 ```

@@ -125,16 +88,16 @@ PostgreSQL 15 + Prisma 6.17.0

 ## 馃搳 涓夐樁娈甸噷绋嬬<E7BB8B>瀵规瘮

-| 维度 | MVP (4周) | V1.0 (6周) | V2.0 (8周) |
+| 缁村害 | MVP (4鍛? | V1.0 (6鍛? | V2.0 (8鍛? |
 |------|----------|-----------|-----------|
 | **浜や粯鑼冨洿** | 鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫 | + 鍏ㄦ枃澶嶇瓫 + PDF鎻愬彇 | + 鏁版嵁鎻愬彇 + 璐ㄩ噺瀹¤<E780B9> |
-| **准确率目标** | ≥ 85% | ≥ 90% | ≥ 95% |
-| **模型组合** | DeepSeek + Qwen3 | 成本优化策略 | 三模型仲裁 |
-| **质量控制** | 双模型验证 + JSON Schema | + Few-shot + 规则引擎 | + HITL + 自动审计 |
-| **可追溯性** | 基本日志 | 完整证据链 | 审计级记录 |
-| **前端** | 基础工作台（Frontend-v2） | 优化交互 | 完整UI |
+| **鍑嗙‘鐜囩洰鏍?* | 鈮?85% | 鈮?90% | 鈮?95% |
+| **妯″瀷缁勫悎** | DeepSeek + Qwen3 | 鎴愭湰浼樺寲绛栫暐 | 涓夋ā鍨嬩徊瑁?|
+| **璐ㄩ噺鎺у埗** | 鍙屾ā鍨嬮獙璇?+ JSON Schema | + Few-shot + 瑙勫垯寮曟搸 | + HITL + 鑷<EFBFBD>姩瀹¤<EFBFBD> |
+| **鍙<EFBFBD>拷婧<EFBFBD>€?* | 鍩烘湰鏃ュ織 | 瀹屾暣璇佹嵁閾?| 瀹¤<E780B9>绾ц<E7BBBE>褰?|
+| **鍓嶇<EFBFBD>** | 鍩虹<EFBFBD>宸ヤ綔鍙帮紙Frontend-v2锛?| 浼樺寲浜や簰 | 瀹屾暣UI |
 | **鍚庣<E98D9A>** | modules/asl/鏍稿績鍔熻兘 | + PDF鏈嶅姟闆嗘垚 | + 楂樼骇璐ㄩ噺淇濋殰 |
-| **成本/1000篇** | ¥5 | ¥21 | ¥24 + 仲裁 |
+| **鎴愭湰/1000绡?* | 楼5 | 楼21 | 楼24 + 浠茶<EFBFBD> |

 ---

@@ -142,28 +105,15 @@ PostgreSQL 15 + Prisma 6.17.0

 ### 闃舵<E99783>鐩<EFBFBD>爣

-**交付标准**：
- ✅ 标题摘要初筛功能完整可用
- ✅ Excel 导入、AI 双模型筛选、人工复核
- ✅ 准确率 ≥ 85%
- ✅ 成本控制：≤ ¥50/1000 篇
- ✅ 前端集成到 Frontend-v2 顶部导航
- ✅ 后端 API 注册到 /api/v1/asl/*
+**浜や粯鏍囧噯**锛?- 鉁?鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫鍔熻兘瀹屾暣鍙<E69AA3>敤
+- 鉁?Excel 瀵煎叆銆丄I 鍙屾ā鍨嬬瓫閫夈€佷汉宸ュ<E5AEB8>鏍?- 鉁?鍑嗙‘鐜?鈮?85%
+- 鉁?鎴愭湰鎺у埗锛氣墹 楼50/1000 绡?- 鉁?鍓嶇<E98D93>闆嗘垚鍒?Frontend-v2 椤堕儴瀵艰埅
+- 鉁?鍚庣<E98D9A> API 娉ㄥ唽鍒?/api/v1/asl/*

-### 里程碑划分
-
-#### **M1.1 - 数据库Schema设计**（Week 1, Day 1）
-
-**任务**：
- [ ] 设计 asl_schema 表结构（4张核心表）
-  - `asl_screening_projects`（筛选项目表）
-  - `asl_literatures`（文献条目表）
-  - `asl_screening_results`（筛选结果表）
-  - `asl_screening_tasks`（筛选任务表）
- [ ] 在 `backend/prisma/schema.prisma` 中添加模型定义
-  - 使用 `@@schema("asl_schema")` 指定Schema
-  - 定义外键关系（引用 `platform_schema.users`）
-  - **添加 OSS 相关字段**（支持云原生部署）：
+### 閲岀▼纰戝垝鍒?
+#### **M1.1 - 鏁版嵁搴揝chema璁捐<E79281>**锛圵eek 1, Day 1锛?
+**浠诲姟**锛?- [ ] 璁捐<E79281> asl_schema 琛ㄧ粨鏋勶紙4寮犳牳蹇冭〃锛?  - `asl_screening_projects`锛堢瓫閫夐」鐩<EFBFBD>〃锛?  - `asl_literatures`锛堟枃鐚<EFBFBD>潯鐩<EFBFBD>〃锛?  - `asl_screening_results`锛堢瓫閫夌粨鏋滆〃锛?  - `asl_screening_tasks`锛堢瓫閫変换鍔¤〃锛?- [ ] 鍦?`backend/prisma/schema.prisma` 涓<>坊鍔犳ā鍨嬪畾涔?  - 浣跨敤 `@@schema("asl_schema")` 鎸囧畾Schema
+  - 瀹氫箟澶栭敭鍏崇郴锛堝紩鐢?`platform_schema.users`锛?  - **娣诲姞 OSS 鐩稿叧瀛楁<E7809B>**锛堟敮鎸佷簯鍘熺敓閮ㄧ讲锛夛細
    - `pdfUrl` - PDF璁块棶URL
    - `pdfOssKey` - OSS瀛樺偍Key
    - `pdfFileSize` - 鏂囦欢澶у皬
@@ -174,170 +124,129 @@ PostgreSQL 15 + Prisma 6.17.0
  npx prisma generate
  ```

-**交付物**：
- ✅ asl_schema 表创建完成
- ✅ Prisma Client 生成成功
- ✅ 数据库迁移成功
- ✅ OSS 字段预留完成
+**浜や粯鐗?*锛?- 鉁?asl_schema 琛ㄥ垱寤哄畬鎴?- 鉁?Prisma Client 鐢熸垚鎴愬姛
+- 鉁?鏁版嵁搴撹縼绉绘垚鍔?- 鉁?OSS 瀛楁<E7809B>棰勭暀瀹屾垚

 ---

-#### **M1.2 - 后端API搭建**（Week 1, Day 2-3）
-
-> **⭐ 前置条件（2025-11-17 更新）**：平台基础设施已完成实施 ✅  
-> **完成状态**：8个核心模块，100%测试通过  
+#### **M1.2 - 鍚庣<EFBFBD>API鎼<EFBFBD>缓**锛圵eek 1, Day 2-3锛?
+> **猸?鍓嶇疆鏉′欢锛?025-11-17 鏇存柊锛?*锛氬钩鍙板熀纭€璁炬柦宸插畬鎴愬疄鏂?鉁? 
+> **瀹屾垚鐘舵€?*锛?涓<>牳蹇冩ā鍧楋紝100%娴嬭瘯閫氳繃  
 > **瀹屾垚鎶ュ憡**锛歔骞冲彴鍩虹<E98DA9>璁炬柦瀹炴柦瀹屾垚鎶ュ憡](../../../08-椤圭洰绠＄悊/03-姣忓懆璁″垝/2025-11-17-骞冲彴鍩虹<E98DA9>璁炬柦瀹炴柦瀹屾垚鎶ュ憡.md)  
 > **浣跨敤鎸囧崡**锛歔backend/src/common/README.md](../../../../backend/src/common/README.md)

-**平台已提供的8个核心模块（无需ASL模块实现）**：
-
+**骞冲彴宸叉彁渚涚殑8涓<EFBFBD>牳蹇冩ā鍧楋紙鏃犻渶ASL妯″潡瀹炵幇锛?*锛?
 | # | 妯″潡 | 璺<>緞 | 浣跨敤鏂瑰紡 | 璇存槑 |
 |---|------|------|---------|------|
-| 1 | **存储服务** | `common/storage/` | `import { storage } from '@/common/storage'` | 文件上传下载（本地/OSS切换） |
+| 1 | **瀛樺偍鏈嶅姟** | `common/storage/` | `import { storage } from '@/common/storage'` | 鏂囦欢涓婁紶涓嬭浇锛堟湰鍦?OSS鍒囨崲锛?|
 | 2 | **鏃ュ織绯荤粺** | `common/logging/` | `import { logger } from '@/common/logging'` | 缁撴瀯鍖朖SON鏃ュ織 |
 | 3 | **缂撳瓨鏈嶅姟** | `common/cache/` | `import { cache } from '@/common/cache'` | 鍐呭瓨/Redis缂撳瓨 |
-| 4 | **异步任务** | `common/jobs/` | `import { jobQueue } from '@/common/jobs'` | 长时间任务处理 |
-| 5 | **健康检查** | `common/health/` | `import { registerHealthRoutes } from '@/common/health'` | SAE健康检查 |
-| 6 | **监控指标** | `common/monitoring/` | `import { Metrics } from '@/common/monitoring'` | 性能监控和告警 |
+| 4 | **寮傛<EFBFBD>浠诲姟** | `common/jobs/` | `import { jobQueue } from '@/common/jobs'` | 闀挎椂闂翠换鍔″<EFBFBD>鐞?|
+| 5 | **鍋ュ悍妫€鏌?* | `common/health/` | `import { registerHealthRoutes } from '@/common/health'` | SAE鍋ュ悍妫€鏌?|
+| 6 | **鐩戞帶鎸囨爣** | `common/monitoring/` | `import { Metrics } from '@/common/monitoring'` | 鎬ц兘鐩戞帶鍜屽憡璀?|
 | 7 | **鏁版嵁搴撹繛鎺ユ睜** | `config/database.ts` | `import { prisma } from '@/config/database'` | 鍏ㄥ眬Prisma瀹炰緥 |
 | 8 | **鐜<><E9909C>閰嶇疆** | `config/env.ts` | `import { env } from '@/config/env'` | 缁熶竴閰嶇疆绠＄悊 |

-**任务**：
- [ ] 创建 `backend/src/modules/asl/` 目录结构
+**浠诲姟**锛?- [ ] 鍒涘缓 `backend/src/modules/asl/` 鐩<>綍缁撴瀯
  ```
  modules/asl/
  鈹溾攢鈹€ routes/
-  │   └── index.ts                # 路由注册
+  鈹?  鈹斺攢鈹€ index.ts                # 璺<EFBFBD>敱娉ㄥ唽
  鈹溾攢鈹€ controllers/
-  │   ├── projectController.ts    # 项目控制器
-  │   ├── literatureController.ts # 文献控制器
-  │   └── screeningController.ts  # 筛选控制器
+  鈹?  鈹溾攢鈹€ projectController.ts    # 椤圭洰鎺у埗鍣?  鈹?  鈹溾攢鈹€ literatureController.ts # 鏂囩尞鎺у埗鍣?  鈹?  鈹斺攢鈹€ screeningController.ts  # 绛涢€夋帶鍒跺櫒
  鈹溾攢鈹€ services/
-  │   ├── projectService.ts       # 项目业务逻辑
-  │   ├── literatureService.ts    # 文献业务逻辑
-  │   └── llmScreeningService.ts  # LLM筛选服务
-  ├── schemas/
-  │   └── screening.schema.ts     # JSON Schema定义
+  鈹?  鈹溾攢鈹€ projectService.ts       # 椤圭洰涓氬姟閫昏緫
+  鈹?  鈹溾攢鈹€ literatureService.ts    # 鏂囩尞涓氬姟閫昏緫
+  鈹?  鈹斺攢鈹€ llmScreeningService.ts  # LLM绛涢€夋湇鍔?  鈹溾攢鈹€ schemas/
+  鈹?  鈹斺攢鈹€ screening.schema.ts     # JSON Schema瀹氫箟
  鈹斺攢鈹€ types/
      鈹斺攢鈹€ screening.types.ts      # TypeScript绫诲瀷
  ```
- [ ] 在 `backend/src/index.ts` 中注册ASL路由
+- [ ] 鍦?`backend/src/index.ts` 涓<EFBFBD>敞鍐孉SL璺<EFBFBD>敱
  ```typescript
  import { aslRoutes } from './modules/asl/routes/index.js'
  await app.register(aslRoutes, { prefix: '/api/v1/asl' })
  ```
- [ ] 实现核心API（参考 API设计规范文档）
-  - `POST /api/v1/asl/projects` - 创建项目
+- [ ] 瀹炵幇鏍稿績API锛堝弬鑰?API璁捐<E79281>瑙勮寖鏂囨。锛?  - `POST /api/v1/asl/projects` - 鍒涘缓椤圭洰
  - `POST /api/v1/asl/projects/:id/literatures/import` - 瀵煎叆鏂囩尞
-  - `POST /api/v1/asl/projects/:id/screening/start` - 启动筛选
-  - `GET /api/v1/asl/projects/:id/screening/results` - 获取结果
+  - `POST /api/v1/asl/projects/:id/screening/start` - 鍚<EFBFBD>姩绛涢€?  - `GET /api/v1/asl/projects/:id/screening/results` - 鑾峰彇缁撴灉
 - [ ] **閰嶇疆鐜<E79686><E9909C>鍙橀噺**
  ```bash
  # .env.development锛堟湰鍦板紑鍙戯級
  STORAGE_TYPE=local
  
-  # .env.production（生产环境，SAE配置）
-  STORAGE_TYPE=oss
+  # .env.production锛堢敓浜х幆澧冿紝SAE閰嶇疆锛?  STORAGE_TYPE=oss
  OSS_REGION=oss-cn-hangzhou
  OSS_BUCKET=aiclinical-prod
  ```

-**交付物**：
- ✅ ASL后端目录结构完整
- ✅ API路由注册成功
- ✅ 核心API可调用（Postman测试通过）
- ✅ 正常使用平台服务（storage/logger/cache/jobQueue/prisma等8个模块）
+**浜や粯鐗?*锛?- 鉁?ASL鍚庣<E98D9A>鐩<EFBFBD>綍缁撴瀯瀹屾暣
+- 鉁?API璺<49>敱娉ㄥ唽鎴愬姛
+- 鉁?鏍稿績API鍙<49>皟鐢<E79A9F>紙Postman娴嬭瘯閫氳繃锛?- 鉁?姝ｅ父浣跨敤骞冲彴鏈嶅姟锛坰torage/logger/cache/jobQueue/prisma绛?涓<>ā鍧楋級

 ---

-#### **M1.3 - LLM筛选核心**（Week 2, Day 1-2）
-
-**任务**：
- [ ] 实现双模型并行调用逻辑
+#### **M1.3 - LLM绛涢€夋牳蹇?*锛圵eek 2, Day 1-2锛?
+**浠诲姟**锛?- [ ] 瀹炵幇鍙屾ā鍨嬪苟琛岃皟鐢ㄩ€昏緫
  - 澶嶇敤 `common/llm/adapters/LLMFactory.ts`
  - 璋冪敤 DeepSeek-V3 + Qwen3-72B
- [ ] 定义JSON Schema（PICO判断结构）
- [ ] 设计提示词模板（v1.0.0）
-  - 存放在 `backend/prompts/asl/screening/v1.0.0-basic.txt`
- [ ] 实现冲突检测算法
- [ ] 实现自动分流规则（置信度 < 0.7 → 人工复核）
-
-**交付物**：
- ✅ 双模型可成功调用
- ✅ JSON Schema验证通过率 > 95%
- ✅ 冲突检测准确
-
+- [ ] 瀹氫箟JSON Schema锛圥ICO鍒ゆ柇缁撴瀯锛?- [ ] 璁捐<E79281>鎻愮ず璇嶆ā鏉匡紙v1.0.0锛?  - 瀛樻斁鍦?`backend/prompts/asl/screening/v1.0.0-basic.txt`
+- [ ] 瀹炵幇鍐茬獊妫€娴嬬畻娉?- [ ] 瀹炵幇鑷<E5B987>姩鍒嗘祦瑙勫垯锛堢疆淇″害 < 0.7 鈫?浜哄伐澶嶆牳锛?
+**浜や粯鐗?*锛?- 鉁?鍙屾ā鍨嬪彲鎴愬姛璋冪敤
+- 鉁?JSON Schema楠岃瘉閫氳繃鐜?> 95%
+- 鉁?鍐茬獊妫€娴嬪噯纭?
 ---

-#### **M1.4 - 前端模块开发**（Week 2-3）
-
-**任务**：
- [ ] 更新 `frontend-v2/src/modules/asl/index.tsx`
+#### **M1.4 - 鍓嶇<EFBFBD>妯″潡寮€鍙?*锛圵eek 2-3锛?
+**浠诲姟**锛?- [ ] 鏇存柊 `frontend-v2/src/modules/asl/index.tsx`
  ```typescript
-  // 移除占位标记，实现真实模块
-  const ASLModule: ModuleDefinition = {
+  // 绉婚櫎鍗犱綅鏍囪<EFBFBD>锛屽疄鐜扮湡瀹炴ā鍧?  const ASLModule: ModuleDefinition = {
    id: 'literature-platform',
    name: 'AI鏅鸿兘鏂囩尞',
    path: '/literature',
    icon: FileSearchOutlined,
    component: lazy(() => import('./routes')),
-    placeholder: false, // ← 改为 false
+    placeholder: false, // 鈫?鏀逛负 false
    requiredVersion: 'advanced',
  }
  ```
- [ ] 创建 `frontend-v2/src/modules/asl/` 子目录
-  ```
+- [ ] 鍒涘缓 `frontend-v2/src/modules/asl/` 瀛愮洰褰?  ```
  asl/
  鈹溾攢鈹€ index.tsx                   # 妯″潡瀹氫箟
  鈹溾攢鈹€ routes.tsx                  # 璺<>敱閰嶇疆
  鈹溾攢鈹€ pages/
-  │   ├── ProjectList.tsx         # 项目列表
-  │   ├── ScreeningSettings.tsx   # 设置与启动
-  │   ├── ScreeningWorkbench.tsx  # 审核工作台
-  │   └── ScreeningResults.tsx    # 初筛结果
+  鈹?  鈹溾攢鈹€ ProjectList.tsx         # 椤圭洰鍒楄〃
+  鈹?  鈹溾攢鈹€ ScreeningSettings.tsx   # 璁剧疆涓庡惎鍔?  鈹?  鈹溾攢鈹€ ScreeningWorkbench.tsx  # 瀹℃牳宸ヤ綔鍙?  鈹?  鈹斺攢鈹€ ScreeningResults.tsx    # 鍒濈瓫缁撴灉
  鈹溾攢鈹€ components/
-  │   ├── ExcelUploader.tsx       # Excel上传
-  │   ├── ScreeningTable.tsx      # 筛选表格
-  │   ├── DualModelModal.tsx      # 双视图模态框
-  │   └── ResultsExport.tsx       # 结果导出
+  鈹?  鈹溾攢鈹€ ExcelUploader.tsx       # Excel涓婁紶
+  鈹?  鈹溾攢鈹€ ScreeningTable.tsx      # 绛涢€夎〃鏍?  鈹?  鈹溾攢鈹€ DualModelModal.tsx      # 鍙岃<E98D99>鍥炬ā鎬佹<E98EAC>
+  鈹?  鈹斺攢鈹€ ResultsExport.tsx       # 缁撴灉瀵煎嚭
  鈹溾攢鈹€ api/
-  │   ├── projectApi.ts           # 项目API
-  │   ├── screeningApi.ts         # 筛选API
-  │   └── index.ts
+  鈹?  鈹溾攢鈹€ projectApi.ts           # 椤圭洰API
+  鈹?  鈹溾攢鈹€ screeningApi.ts         # 绛涢€堿PI
+  鈹?  鈹斺攢鈹€ index.ts
  鈹溾攢鈹€ hooks/
-  │   ├── useScreening.ts         # 筛选Hook
-  │   └── useLiterature.ts        # 文献Hook
+  鈹?  鈹溾攢鈹€ useScreening.ts         # 绛涢€塇ook
+  鈹?  鈹斺攢鈹€ useLiterature.ts        # 鏂囩尞Hook
  鈹斺攢鈹€ types/
      鈹斺攢鈹€ screening.ts            # 绫诲瀷瀹氫箟
  ```
- [ ] 实现Excel上传功能（使用 `xlsx` 库）
- [ ] 实现审核工作台（表格化布局，参考原型图）
- [ ] 实现双视图原文审查模态框
- [ ] 实现结果展示和导出
-
-**交付物**：
- ✅ ASL模块在顶部导航显示并可点击
- ✅ 前端3个主要页面完整
- ✅ 前后端联调成功
-
+- [ ] 瀹炵幇Excel涓婁紶鍔熻兘锛堜娇鐢?`xlsx` 搴擄級
+- [ ] 瀹炵幇瀹℃牳宸ヤ綔鍙帮紙琛ㄦ牸鍖栧竷灞€锛屽弬鑰冨師鍨嬪浘锛?- [ ] 瀹炵幇鍙岃<E98D99>鍥惧師鏂囧<E98F82>鏌ユā鎬佹<E98EAC>
+- [ ] 瀹炵幇缁撴灉灞曠ず鍜屽<EFBFBD>鍑?
+**浜や粯鐗?*锛?- 鉁?ASL妯″潡鍦ㄩ《閮ㄥ<E996AE>鑸<EFBFBD>樉绀哄苟鍙<E88B9F>偣鍑?- 鉁?鍓嶇<E98D93>3涓<33>富瑕侀〉闈㈠畬鏁?- 鉁?鍓嶅悗绔<E68297>仈璋冩垚鍔?
 ---

-#### **M1.5 - 集成测试与验收**（Week 4）
-
-**任务**：
- [ ] 端到端完整流程测试
-  - 上传 199篇文献 Excel → 筛选 → 复核 → 导出
- [ ] 准确率测试（使用金标准数据集）
-  - 目标：≥ 85%
+#### **M1.5 - 闆嗘垚娴嬭瘯涓庨獙鏀?*锛圵eek 4锛?
+**浠诲姟**锛?- [ ] 绔<>埌绔<E59F8C>畬鏁存祦绋嬫祴璇?  - 涓婁紶 199绡囨枃鐚?Excel 鈫?绛涢€?鈫?澶嶆牳 鈫?瀵煎嚭
+- [ ] 鍑嗙‘鐜囨祴璇曪紙浣跨敤閲戞爣鍑嗘暟鎹<E69A9F>泦锛?  - 鐩<>爣锛氣墺 85%
 - [ ] 鎬ц兘娴嬭瘯
-  - 100篇文献筛选 ≤ 10分钟
- [ ] 修复Bug和优化
-
-**交付物**：
- ✅ 准确率 ≥ 85%
- ✅ 双模型一致率 ≥ 80%
- ✅ JSON Schema验证通过率 ≥ 95%
- ✅ 人工复核队列 ≤ 20%
+  - 100绡囨枃鐚<EFBFBD>瓫閫?鈮?10鍒嗛挓
+- [ ] 淇<EFBFBD><EFBFBD>Bug鍜屼紭鍖?
+**浜や粯鐗?*锛?- 鉁?鍑嗙‘鐜?鈮?85%
+- 鉁?鍙屾ā鍨嬩竴鑷寸巼 鈮?80%
+- 鉁?JSON Schema楠岃瘉閫氳繃鐜?鈮?95%
+- 鉁?浜哄伐澶嶆牳闃熷垪 鈮?20%

 ---

@@ -345,72 +254,47 @@ PostgreSQL 15 + Prisma 6.17.0

 ### 闃舵<E99783>鐩<EFBFBD>爣

-**交付标准**：
- ✅ 新增全文复筛功能
- ✅ PDF 提取集成（Nougat + PyMuPDF）
- ✅ Unpaywall API 集成（自动下载全文）
- ✅ Few-shot 示例库
- ✅ 规则引擎验证
- ✅ 准确率 ≥ 90%
+**浜や粯鏍囧噯**锛?- 鉁?鏂板<E98F82>鍏ㄦ枃澶嶇瓫鍔熻兘
+- 鉁?PDF 鎻愬彇闆嗘垚锛圢ougat + PyMuPDF锛?- 鉁?Unpaywall API 闆嗘垚锛堣嚜鍔ㄤ笅杞藉叏鏂囷級
+- 鉁?Few-shot 绀轰緥搴?- 鉁?瑙勫垯寮曟搸楠岃瘉
+- 鉁?鍑嗙‘鐜?鈮?90%

-### 里程碑划分
+### 閲岀▼纰戝垝鍒?
+#### **M2.1 - PDF 鎻愬彇鏈嶅姟闆嗘垚**锛圵eek 5锛?
+**浠诲姟**锛?- [ ] 灏佽<E7818F> `ExtractionClient`锛堝凡鏈?`common/document/ExtractionClient.ts`锛岄渶浼樺寲锛?- [ ] 瀹炵幇鑷<E5B987>姩璇<E5A7A9>█妫€娴嬪拰绛栫暐閫夋嫨
+- [ ] Python 寰<>湇鍔′紭鍖栵紙`extraction_service/`锛?  - 浼樺寲 Nougat 璋冪敤鎬ц兘
+  - 娣诲姞瓒呮椂鍜岄敊璇<E6958A><E79287>鐞?- [ ] 瀹炵幇 PDF 璐ㄩ噺璇勪及閫昏緫

-#### **M2.1 - PDF 提取服务集成**（Week 5）
-
-**任务**：
- [ ] 封装 `ExtractionClient`（已有 `common/document/ExtractionClient.ts`，需优化）
- [ ] 实现自动语言检测和策略选择
- [ ] Python 微服务优化（`extraction_service/`）
-  - 优化 Nougat 调用性能
-  - 添加超时和错误处理
- [ ] 实现 PDF 质量评估逻辑
-
-**交付物**：
- ✅ 可成功提取英文医学PDF（10-30页）
- ✅ 提取准确率 > 90%
+**浜や粯鐗?*锛?- 鉁?鍙<>垚鍔熸彁鍙栬嫳鏂囧尰瀛<E5B0B0>DF锛?0-30椤碉級
+- 鉁?鎻愬彇鍑嗙‘鐜?> 90%

 ---

-#### **M2.2 - Unpaywall API 集成**（Week 5）
-
-**任务**：
- [ ] 创建 `backend/src/common/literature/UnpaywallClient.ts`
- [ ] 实现批量查询 DOI 可下载性
- [ ] 实现 PDF 下载功能
+#### **M2.2 - Unpaywall API 闆嗘垚**锛圵eek 5锛?
+**浠诲姟**锛?- [ ] 鍒涘缓 `backend/src/common/literature/UnpaywallClient.ts`
+- [ ] 瀹炵幇鎵归噺鏌ヨ<E98F8C> DOI 鍙<>笅杞芥€?- [ ] 瀹炵幇 PDF 涓嬭浇鍔熻兘
 - [ ] 鏂囦欢瀛樺偍绠＄悊

-**交付物**：
- ✅ 用户可一键检查 100 篇文献的可下载性
- ✅ 可自动下载 OA 全文
+**浜や粯鐗?*锛?- 鉁?鐢ㄦ埛鍙<E59F9B>竴閿<E7ABB4><E996BF>鏌?100 绡囨枃鐚<E69E83>殑鍙<E6AE91>笅杞芥€?- 鉁?鍙<>嚜鍔ㄤ笅杞?OA 鍏ㄦ枃

 ---

-#### **M2.3 - 全文复筛功能**（Week 6-7）
-
-**任务**：
- [ ] 扩展数据库表（`asl_full_text_screening_results`）
- [ ] 后端全文复筛API
+#### **M2.3 - 鍏ㄦ枃澶嶇瓫鍔熻兘**锛圵eek 6-7锛?
+**浠诲姟**锛?- [ ] 鎵╁睍鏁版嵁搴撹〃锛坄asl_full_text_screening_results`锛?- [ ] 鍚庣<E98D9A>鍏ㄦ枃澶嶇瓫API
 - [ ] 鍓嶇<E98D93>鍏ㄦ枃瀹℃牳宸ヤ綔鍙帮紙澶嶇敤缁勪欢 + PDF鏌ョ湅鍣<E6B985>級

-**交付物**：
- ✅ 用户可对初筛纳入文献进行全文复筛
- ✅ 支持 PDF 在线查看和标注
-
+**浜や粯鐗?*锛?- 鉁?鐢ㄦ埛鍙<E59F9B><E98D99>鍒濈瓫绾冲叆鏂囩尞杩涜<E69DA9>鍏ㄦ枃澶嶇瓫
+- 鉁?鏀<>寔 PDF 鍦ㄧ嚎鏌ョ湅鍜屾爣娉?
 ---

-#### **M2.4 - 质量增强功能**（Week 8-10）
-
-**任务**：
- [ ] 人工标注 20-30 个 Few-shot 示例
+#### **M2.4 - 璐ㄩ噺澧炲己鍔熻兘**锛圵eek 8-10锛?
+**浠诲姟**锛?- [ ] 浜哄伐鏍囨敞 20-30 涓?Few-shot 绀轰緥
 - [ ] 瀹氫箟楠岃瘉瑙勫垯锛堟牱鏈<E789B1>噺銆丳鍊笺€佸繀濉<E7B980>瓧娈碉級
- [ ] 实现成本优化策略（快速初筛 + 高价值复核）
- [ ] 完善证据链记录
-
-**交付物**：
- ✅ Few-shot 示例库 ≥ 20 个
- ✅ 规则引擎覆盖率 ≥ 80%
- ✅ 证据链完整性 100%
- ✅ 准确率 ≥ 90%
+- [ ] 瀹炵幇鎴愭湰浼樺寲绛栫暐锛堝揩閫熷垵绛?+ 楂樹环鍊煎<E98D8A>鏍革級
+- [ ] 瀹屽杽璇佹嵁閾捐<E996BE>褰?
+**浜や粯鐗?*锛?- 鉁?Few-shot 绀轰緥搴?鈮?20 涓?- 鉁?瑙勫垯寮曟搸瑕嗙洊鐜?鈮?80%
+- 鉁?璇佹嵁閾惧畬鏁存€?100%
+- 鉁?鍑嗙‘鐜?鈮?90%

 ---

@@ -418,82 +302,57 @@ PostgreSQL 15 + Prisma 6.17.0

 ### 闃舵<E99783>鐩<EFBFBD>爣

-**交付标准**：
- ✅ 新增全文数据提取功能
- ✅ 三模型共识仲裁
- ✅ HITL 智能分流
- ✅ 提示词版本管理
- ✅ 自动质量审计
- ✅ 准确率 ≥ 95%（医学级）
-
-### 里程碑划分
-
-#### **M3.1 - 全文数据提取模块**（Week 11-13）
-
-**任务**：
- [ ] 扩展数据库表（`asl_extraction_results`, `asl_extraction_revisions`）
- [ ] 后端分段提取逻辑
+**浜や粯鏍囧噯**锛?- 鉁?鏂板<E98F82>鍏ㄦ枃鏁版嵁鎻愬彇鍔熻兘
+- 鉁?涓夋ā鍨嬪叡璇嗕徊瑁?- 鉁?HITL 鏅鸿兘鍒嗘祦
+- 鉁?鎻愮ず璇嶇増鏈<E5A297><E98F88>鐞?- 鉁?鑷<>姩璐ㄩ噺瀹¤<E780B9>
+- 鉁?鍑嗙‘鐜?鈮?95%锛堝尰瀛︾骇锛?
+### 閲岀▼纰戝垝鍒?
+#### **M3.1 - 鍏ㄦ枃鏁版嵁鎻愬彇妯″潡**锛圵eek 11-13锛?
+**浠诲姟**锛?- [ ] 鎵╁睍鏁版嵁搴撹〃锛坄asl_extraction_results`, `asl_extraction_revisions`锛?- [ ] 鍚庣<E98D9A>鍒嗘<E98D92>鎻愬彇閫昏緫
 - [ ] 鍓嶇<E98D93>琛ㄦ牸鍖栨暟鎹<E69A9F><E98EB9>鏌ュ彴锛堟枃鐚<E69E83>楀彉閲忕煩闃碉級

-**交付物**：
- ✅ 用户可配置提取变量清单
- ✅ 批量提取 50 篇文献的结构化数据
- ✅ 提取准确率 ≥ 92%
+**浜や粯鐗?*锛?- 鉁?鐢ㄦ埛鍙<E59F9B>厤缃<E58EA4>彁鍙栧彉閲忔竻鍗?- 鉁?鎵归噺鎻愬彇 50 绡囨枃鐚<E69E83>殑缁撴瀯鍖栨暟鎹?- 鉁?鎻愬彇鍑嗙‘鐜?鈮?92%

 ---

-#### **M3.2 - 医学级质量保障**（Week 14-16）
-
-**任务**：
- [ ] 三模型仲裁（冲突 → 启用 Claude-4.5）
- [ ] HITL 智能分流（优先级评分）
- [ ] 提示词版本管理（Git + 语义化版本）
+#### **M3.2 - 鍖诲<EFBFBD>绾ц川閲忎繚闅?*锛圵eek 14-16锛?
+**浠诲姟**锛?- [ ] 涓夋ā鍨嬩徊瑁侊紙鍐茬獊 鈫?鍚<>敤 Claude-4.5锛?- [ ] HITL 鏅鸿兘鍒嗘祦锛堜紭鍏堢骇璇勫垎锛?- [ ] 鎻愮ず璇嶇増鏈<E5A297><E98F88>鐞嗭紙Git + 璇<>箟鍖栫増鏈<E5A297>級
 - [ ] 鑷<>姩璐ㄩ噺瀹¤<E780B9>绯荤粺

-**交付物**：
- ✅ 三模型仲裁成功率 > 95%
- ✅ HITL 分流准确率 > 85%
- ✅ 提示词版本管理系统上线
- ✅ 自动质量审计每周运行
+**浜や粯鐗?*锛?- 鉁?涓夋ā鍨嬩徊瑁佹垚鍔熺巼 > 95%
+- 鉁?HITL 鍒嗘祦鍑嗙‘鐜?> 85%
+- 鉁?鎻愮ず璇嶇増鏈<E5A297><E98F88>鐞嗙郴缁熶笂绾?- 鉁?鑷<>姩璐ㄩ噺瀹¤<E780B9>姣忓懆杩愯<E69DA9>

 ---

-#### **M3.3 - 高级功能与优化**（Week 17-18）
-
-**任务**：
- [ ] Chain of Thought (CoT) 推理
- [ ] 动态示例选择（语义相似度）
- [ ] 批处理性能优化（Bull + Redis）
- [ ] 用户体验优化（实时进度、PDF标注、快捷键）
-
-**交付物**：
- ✅ 系统稳定性测试通过
- ✅ 性能测试：1000 篇文献 < 30 分钟
- ✅ 用户验收测试通过
- ✅ 准确率 ≥ 95%
+#### **M3.3 - 楂樼骇鍔熻兘涓庝紭鍖?*锛圵eek 17-18锛?
+**浠诲姟**锛?- [ ] Chain of Thought (CoT) 鎺ㄧ悊
+- [ ] 鍔ㄦ€佺ず渚嬮€夋嫨锛堣<E9949B>涔夌浉浼煎害锛?- [ ] 鎵瑰<E98EB5>鐞嗘€ц兘浼樺寲锛圔ull + Redis锛?- [ ] 鐢ㄦ埛浣撻獙浼樺寲锛堝疄鏃惰繘搴︺€丳DF鏍囨敞銆佸揩鎹烽敭锛?
+**浜や粯鐗?*锛?- 鉁?绯荤粺绋冲畾鎬ф祴璇曢€氳繃
+- 鉁?鎬ц兘娴嬭瘯锛?000 绡囨枃鐚?< 30 鍒嗛挓
+- 鉁?鐢ㄦ埛楠屾敹娴嬭瘯閫氳繃
+- 鉁?鍑嗙‘鐜?鈮?95%

 ---

-## 📋 交付物检查清单
-
+## 馃搵 浜や粯鐗╂<E99097>鏌ユ竻鍗?
 ### MVP 闃舵<E99783>

- [ ] **数据库**
+- [ ] **鏁版嵁搴?*
  - [ ] asl_schema 4寮犺〃鍒涘缓
  - [ ] Prisma 杩佺Щ鎴愬姛
  
 - [ ] **鍚庣<E98D9A>**
  - [ ] `modules/asl/` 鐩<>綍缁撴瀯瀹屾暣
-  - [ ] API 路由注册到 `/api/v1/asl/*`
-  - [ ] LLM筛选服务可用
-  
+  - [ ] API 璺<EFBFBD>敱娉ㄥ唽鍒?`/api/v1/asl/*`
+  - [ ] LLM绛涢€夋湇鍔″彲鐢?  
 - [ ] **鍓嶇<E98D93>**
-  - [ ] ASL模块注册到 `moduleRegistry.ts`
+  - [ ] ASL妯″潡娉ㄥ唽鍒?`moduleRegistry.ts`
  - [ ] 椤堕儴瀵艰埅鏄剧ず"AI鏅鸿兘鏂囩尞"
  - [ ] 3涓<33>富椤甸潰瀹屾暣
  
 - [ ] **娴嬭瘯**
-  - [ ] 准确率测试 ≥ 85%
+  - [ ] 鍑嗙‘鐜囨祴璇?鈮?85%
  - [ ] 绔<>埌绔<E59F8C>祴璇曢€氳繃

 ### V1.0 闃舵<E99783>
@@ -502,21 +361,19 @@ PostgreSQL 15 + Prisma 6.17.0
  - [ ] PDF 鎻愬彇鏈嶅姟
  - [ ] Unpaywall API 闆嗘垚
  - [ ] 鍏ㄦ枃澶嶇瓫
-  - [ ] Few-shot 示例库
-  
+  - [ ] Few-shot 绀轰緥搴?  
 - [ ] **娴嬭瘯**
-  - [ ] 准确率 ≥ 90%
+  - [ ] 鍑嗙‘鐜?鈮?90%

 ### V2.0 闃舵<E99783>

 - [ ] **鏂板<E98F82>鍔熻兘**
  - [ ] 鍏ㄦ枃鏁版嵁鎻愬彇
-  - [ ] 三模型仲裁
-  - [ ] HITL 智能分流
+  - [ ] 涓夋ā鍨嬩徊瑁?  - [ ] HITL 鏅鸿兘鍒嗘祦
  - [ ] 鑷<>姩璐ㄩ噺瀹¤<E780B9>
  
 - [ ] **娴嬭瘯**
-  - [ ] 准确率 ≥ 95%
+  - [ ] 鍑嗙‘鐜?鈮?95%
  - [ ] 鍖诲<E98D96>涓撳<E6B693>楠岃瘉

 ---
@@ -527,34 +384,32 @@ PostgreSQL 15 + Prisma 6.17.0

 | 鎸囨爣 | MVP 鐩<>爣 | V1.0 鐩<>爣 | V2.0 鐩<>爣 |
 |------|---------|----------|----------|
-| 提取准确率 | ≥ 85% | ≥ 90% | ≥ 95% |
-| 双模型一致率 | ≥ 80% | ≥ 85% | ≥ 90% |
-| JSON Schema 验证通过率 | ≥ 95% | ≥ 98% | ≥ 99% |
-| 人工复核队列占比 | ≤ 20% | ≤ 15% | ≤ 10% |
+| 鎻愬彇鍑嗙‘鐜?| 鈮?85% | 鈮?90% | 鈮?95% |
+| 鍙屾ā鍨嬩竴鑷寸巼 | 鈮?80% | 鈮?85% | 鈮?90% |
+| JSON Schema 楠岃瘉閫氳繃鐜?| 鈮?95% | 鈮?98% | 鈮?99% |
+| 浜哄伐澶嶆牳闃熷垪鍗犳瘮 | 鈮?20% | 鈮?15% | 鈮?10% |

 ### 鎴愭湰鎸囨爣

 | 鍦烘櫙 | MVP | V1.0 | V2.0 |
 |------|-----|------|------|
 | 鏍囬<E98F8D>鎽樿<E98EBD>绛涢€夛紙1000绡囷級 | 楼5 | 楼21 | 楼24 |
-| 全文复筛（200篇） | - | ¥30 | ¥35 |
-| 数据提取（50篇） | - | ¥60 | ¥80 |
+| 鍏ㄦ枃澶嶇瓫锛?00绡囷級 | - | 楼30 | 楼35 |
+| 鏁版嵁鎻愬彇锛?0绡囷級 | - | 楼60 | 楼80 |

 ---

 ## 馃摎 鐩稿叧鏂囨。

- [质量保障与可追溯策略](../02-技术设计/06-质量保障与可追溯策略.md)
- [文献处理技术选型](../02-技术设计/07-文献处理技术选型.md)
- [数据库设计](../02-技术设计/01-数据库设计.md)
- [API 设计规范](../02-技术设计/02-API设计规范.md)
+- [璐ㄩ噺淇濋殰涓庡彲杩芥函绛栫暐](../02-鎶€鏈<E282AC><E98F88>璁?06-璐ㄩ噺淇濋殰涓庡彲杩芥函绛栫暐.md)
+- [鏂囩尞澶勭悊鎶€鏈<EFBFBD>€夊瀷](../02-鎶€鏈<E282AC><E98F88>璁?07-鏂囩尞澶勭悊鎶€鏈<E282AC>€夊瀷.md)
+- [鏁版嵁搴撹<EFBFBD>璁<EFBFBD>(../02-鎶€鏈<E282AC><E98F88>璁?01-鏁版嵁搴撹<E690B4>璁?md)
+- [API 璁捐<EFBFBD>瑙勮寖](../02-鎶€鏈<EFBFBD><EFBFBD>璁?02-API璁捐<E79281>瑙勮寖.md)
 - [鍓嶅悗绔<EFBFBD>ā鍧楀寲鏋舵瀯璁捐<EFBFBD>-V2](../../../00-绯荤粺鎬讳綋璁捐<E79281>/鍓嶅悗绔<E68297>ā鍧楀寲鏋舵瀯璁捐<E79281>-V2.md)
- [Schema隔离架构设计](../../../09-架构实施/01-Schema隔离架构设计（10个）.md)
+- [Schema闅旂<EFBFBD>鏋舵瀯璁捐<EFBFBD>](../../../09-鏋舵瀯瀹炴柦/01-Schema闅旂<EFBFBD>鏋舵瀯璁捐<EFBFBD>锛?0涓<30>級.md)

 ---

-**更新日志**：
- 2025-11-18: V3.1 更新，补充平台基础设施完成状态（8个核心模块）
- 2025-11-16: V3.0 重写，基于真实架构（Frontend-v2 + Backend增量演进 + 10个Schema）
- 2025-11-16: V2.0 重写，基于三阶段路线图详细规划里程碑
- 2025-10-29: V1.0 创建，初始版本
+**鏇存柊鏃ュ織**锛?- 2025-11-18: V3.1 鏇存柊锛岃ˉ鍏呭钩鍙板熀纭€璁炬柦瀹屾垚鐘舵€侊紙8涓<38>牳蹇冩ā鍧楋級
+- 2025-11-16: V3.0 閲嶅啓锛屽熀浜庣湡瀹炴灦鏋勶紙Frontend-v2 + Backend澧為噺婕旇繘 + 10涓猄chema锛?- 2025-11-16: V2.0 閲嶅啓锛屽熀浜庝笁闃舵<E99783>璺<EFBFBD>嚎鍥捐<E98DA5>缁嗚<E7BC81>鍒掗噷绋嬬<E7BB8B>
+- 2025-10-29: V1.0 鍒涘缓锛屽垵濮嬬増鏈?
--- a/docs/03-业务模块/ASL-AI智能文献/04-开发计划/02-标题摘要初筛开发计划.md
+++ b/docs/03-业务模块/ASL-AI智能文献/04-开发计划/02-标题摘要初筛开发计划.md
@@ -1,65 +1,52 @@
-# 标题摘要初筛模块 - 详细开发计划（MVP阶段）
-
-> **文档版本：** V3.0  
-> **创建日期：** 2025-11-16  
-> **开发周期：** 4 周  
-> **负责团队：** ASL 开发组  
+# æ ‡é¢˜æ‘˜è¦<EFBFBD>åˆ<EFBFBD>ç›æ¨¡å<EFBFBD>— - è¯¦ç»†å¼€å<E282AC>‘è®¡åˆ’ï¼ˆMVPé˜¶æ®µï¼?
+> **æ–‡æ¡£ç‰ˆæœ¬ï¼?* V3.0  
+> **åˆ›å»ºæ—¥æœŸï¼?* 2025-11-16  
+> **å¼€å<EFBFBD>‘å‘¨æœŸï¼š** 4 å‘? 
+> **è´Ÿè´£å›¢é˜Ÿï¼?* ASL å¼€å<E282AC>‘ç»„  
 > **æœ€å<E282AC>Žæ›´æ–°ï¼š** 2025-11-16  
-> **⭐ 重要：基于真实架构（Frontend-v2 + Backend增量演进 + asl_schema）**
+> **â?é‡<C3A9>è¦<C3A8>ï¼šåŸºäºŽçœŸå®žæž¶æž„ï¼ˆFrontend-v2 + Backendå¢žé‡<EFBFBD>æ¼”è¿› + asl_schemaï¼?*

 ---

 ## ðŸ“‹ æ¨¡å<C2A1>—æ¦‚è¿°

-标题摘要初筛是 ASL 模块的第一个核心功能，也是 MVP 阶段的唯一交付功能。
-
+æ ‡é¢˜æ‘˜è¦<EFBFBD>åˆ<EFBFBD>ç›æ˜?ASL æ¨¡å<C2A1>—çš„ç¬¬ä¸€ä¸ªæ ¸å¿ƒåŠŸèƒ½ï¼Œä¹Ÿæ˜¯ MVP é˜¶æ®µçš„å”¯ä¸€äº¤ä»˜åŠŸèƒ½ã€?
 ### åŠŸèƒ½èŒƒå›´

-1. **设置与启动视图**：PICO 标准展示、Excel 文献导入、启动筛选任务
-2. **审核工作台视图**：双模型判断对比、冲突标记、人工复核
-3. **初筛结果视图**：统计概览、PRISMA 排除总结、结果导出
-
+1. **è®¾ç½®ä¸Žå<EFBFBD>¯åŠ¨è§†å›?*ï¼šPICO æ ‡å‡†å±•ç¤ºã€<C3A3>Excel æ–‡çŒ®å¯¼å…¥ã€<C3A3>å<EFBFBD>¯åŠ¨ç›é€‰ä»»åŠ?2. **å®¡æ ¸å·¥ä½œå<C593>°è§†å›?*ï¼šå<C5A1>Œæ¨¡åž‹åˆ¤æ–å¯¹æ¯”ã€<C3A3>å†²çª<C3A7>æ ‡è®°ã€<C3A3>äººå·¥å¤<C3A5>æ ?3. **åˆ<C3A5>ç›ç»“æžœè§†å›¾**ï¼šç»Ÿè®¡æ¦‚è§ˆã€<C3A3>PRISMA æŽ’é™¤æ€»ç»“ã€<C3A3>ç»“æžœå¯¼å‡?
 ### æŠ€æœ¯æ ˆ

-| 层级 | 技术 | 说明 |
+| å±‚çº§ | æŠ€æœ?| è¯´æ˜Ž |
 |------|------|------|
 | **å‰<C3A5>ç«¯** | React 19 + TypeScript + Ant Design 5 + xlsx | Frontend-v2æž¶æž„ |
 | **å<>Žç«¯** | Node.js + Fastify + TypeScript + Prisma | Backend/modules/asl/ |
 | **LLM** | DeepSeek-V3 + Qwen3-72B | å¤<C3A5>ç”¨ common/llm/adapters/ |
-| **数据库** | PostgreSQL 15 (asl_schema) | Schema隔离 |
+| **æ•°æ<EFBFBD>®åº?* | PostgreSQL 15 (asl_schema) | Schemaéš”ç¦» |

 ---

-## 🏗️ 架构前提（已完成）
-
-### ✅ Frontend-v2 架构（Week 2 Day 6-7 完成）
-```
+## ðŸ<EFBFBD>—ï¸?æž¶æž„å‰<C3A5>æ<EFBFBD><C3A6>ï¼ˆå·²å®Œæˆ<C3A6>ï¼?
+### âœ?Frontend-v2 æž¶æž„ï¼ˆWeek 2 Day 6-7 å®Œæˆ<C3A6>ï¼?```
 frontend-v2/src/
 â”œâ”€â”€ framework/layout/
-│   ├── MainLayout.tsx          # ✅ 顶部导航布局
-│   └── TopNavigation.tsx       # ✅ 6个模块导航
-├── framework/modules/
-│   ├── moduleRegistry.ts       # ✅ 模块注册中心
-│   └── types.ts                # ✅ ModuleDefinition接口
+â”?  â”œâ”€â”€ MainLayout.tsx          # âœ?é¡¶éƒ¨å¯¼èˆªå¸ƒå±€
+â”?  â””â”€â”€ TopNavigation.tsx       # âœ?6ä¸ªæ¨¡å<C2A1>—å¯¼èˆ?â”œâ”€â”€ framework/modules/
+â”?  â”œâ”€â”€ moduleRegistry.ts       # âœ?æ¨¡å<C2A1>—æ³¨å†Œä¸å¿ƒ
+â”?  â””â”€â”€ types.ts                # âœ?ModuleDefinitionæŽ¥å<C2A5>£
 â””â”€â”€ modules/asl/
-    └── index.tsx               # 🚧 占位页面（待替换）
-```
+    â””â”€â”€ index.tsx               # ðŸš§ å<> ä½<C3A4>é¡µé<C2B5>¢ï¼ˆå¾…æ›¿æ<C2BF>¢ï¼?```

-### ✅ Backend 架构（Week 2 Day 8-9 完成）
-```
+### âœ?Backend æž¶æž„ï¼ˆWeek 2 Day 8-9 å®Œæˆ<EFBFBD>ï¼?```
 backend/src/
-├── common/llm/adapters/        # ✅ LLMFactory可复用
-├── common/utils/jsonParser.js  # ✅ JSON解析可复用
-└── modules/
+â”œâ”€â”€ common/llm/adapters/        # âœ?LLMFactoryå<EFBFBD>¯å¤<EFBFBD>ç”?â”œâ”€â”€ common/utils/jsonParser.js  # âœ?JSONè§£æž<C3A6>å<EFBFBD>¯å¤<C3A5>ç”?â””â”€â”€ modules/
    â””â”€â”€ asl/                    # ðŸš§ ç©ºç›®å½•ï¼ˆå¾…åˆ›å»ºï¼‰
 ```

-### ✅ Database Schema（Week 1 完成）
-```prisma
+### âœ?Database Schemaï¼ˆWeek 1 å®Œæˆ<EFBFBD>ï¼?```prisma
 // backend/prisma/schema.prisma
 datasource db {
  schemas = [
-    "asl_schema",  # ✅ 已预留，待定义表结构
+    "asl_schema",  # âœ?å·²é¢„ç•™ï¼Œå¾…å®šä¹‰è¡¨ç»“æž„
    // ...å…¶ä»–9ä¸ªSchema
  ]
 }
@@ -67,70 +54,58 @@ datasource db {

 ---

-## 🌥️ 云原生开发注意事项（2025-11-16 新增）
-
-> **⭐ 重要更新**：本模块开发需遵循阿里云 Serverless 部署架构要求  
-> **详细规范**：[云原生开发规范](../../../04-开发规范/08-云原生开发规范.md)  
-> **部署指南**：[云原生部署架构指南](../../../09-架构实施/03-云原生部署架构指南.md)
-
-### 🎯 本地开发 + 云端部署双兼容策略
+## ðŸŒ¥ï¸?äº‘åŽŸç”Ÿå¼€å<E282AC>‘æ³¨æ„<C3A6>äº‹é¡¹ï¼ˆ2025-11-16 æ–°å¢žï¼?
+> **â?é‡<C3A9>è¦<C3A8>æ›´æ–°**ï¼šæœ¬æ¨¡å<C2A1>—å¼€å<E282AC>‘éœ€é<E282AC>µå¾ªé˜¿é‡Œäº?Serverless éƒ¨ç½²æž¶æž„è¦<C3A8>æ±‚  
+> **è¯¦ç»†è§„èŒƒ**ï¼š[äº‘åŽŸç”Ÿå¼€å<E282AC>‘è§„èŒƒ](../../../04-å¼€å<E282AC>‘è§„èŒ?08-äº‘åŽŸç”Ÿå¼€å<E282AC>‘è§„èŒ?md)  
+> **éƒ¨ç½²æŒ‡å<E280A1>—**ï¼š[äº‘åŽŸç”Ÿéƒ¨ç½²æž¶æž„æŒ‡å<E280A1>—](../../../09-æž¶æž„å®žæ–½/03-äº‘åŽŸç”Ÿéƒ¨ç½²æž¶æž„æŒ‡å<E280A1>?md)

+### ðŸŽ¯ æœ¬åœ°å¼€å<E282AC>?+ äº‘ç«¯éƒ¨ç½²å<C2B2>Œå…¼å®¹ç–ç•?
 | çŽ¯å¢ƒ | å˜å‚¨æ–¹å¼<C3A5> | é…<C3A9>ç½® | è¯´æ˜Ž |
 |------|---------|------|------|
-| **本地开发** | LocalAdapter | `STORAGE_TYPE=local` | 文件存储到 `./uploads/` |
+| **æœ¬åœ°å¼€å<EFBFBD>?* | LocalAdapter | `STORAGE_TYPE=local` | æ–‡ä»¶å˜å‚¨åˆ?`./uploads/` |
 | **ç”Ÿäº§çŽ¯å¢ƒ** | OSSAdapter | `STORAGE_TYPE=oss` | æ–‡ä»¶å˜å‚¨åˆ°é˜¿é‡Œäº‘ OSS |

-**核心原则**：
- ✅ **Excel导入**：内存解析（`xlsx.read(buffer)`），不落盘
- ✅ **PDF上传**（V1.0）：使用 `StorageFactory`，本地/OSS自动切换
- ✅ **异步任务**：LLM筛选任务必须异步处理（> 10秒任务）
- ✅ **环境变量**：所有配置从 `.env` 读取
- ✅ **数据库连接池**：使用全局 `prisma` 实例，不新建连接
-
-### ❌ 禁止的做法
+**æ ¸å¿ƒåŽŸåˆ™**ï¼?- âœ?**Excelå¯¼å…¥**ï¼šå†…å˜è§£æž<C3A6>ï¼ˆ`xlsx.read(buffer)`ï¼‰ï¼Œä¸<C3A4>è<EFBFBD>½ç›?- âœ?**PDFä¸Šä¼ **ï¼ˆV1.0ï¼‰ï¼šä½¿ç”¨ `StorageFactory`ï¼Œæœ¬åœ?OSSè‡ªåŠ¨åˆ‡æ<E280A1>¢
+- âœ?**å¼‚æ¥ä»»åŠ¡**ï¼šLLMç›é€‰ä»»åŠ¡å¿…é¡»å¼‚æ¥å¤„ç<E2809E>†ï¼ˆ> 10ç§’ä»»åŠ¡ï¼‰
+- âœ?**çŽ¯å¢ƒå<C692>˜é‡<C3A9>**ï¼šæ‰€æœ‰é…<C3A9>ç½®ä»Ž `.env` è¯»å<C2BB>–
+- âœ?**æ•°æ<C2B0>®åº“è¿žæŽ¥æ± **ï¼šä½¿ç”¨å…¨å±€ `prisma` å®žä¾‹ï¼Œä¸<C3A4>æ–°å»ºè¿žæŽ¥

+### â<>?ç¦<C3A7>æ¢çš„å<E2809E>šæ³?
 | ç¦<C3A7>æ¢æ“<C3A6>ä½œ | æ£ç¡®å<C2AE>šæ³• | åŽŸå›  |
 |---------|---------|------|
 | `fs.writeFileSync('./temp.xlsx')` | `xlsx.read(buffer)` å†…å˜è§£æž<C3A6> | Serverlesså®¹å™¨é‡<C3A9>å<EFBFBD>¯ä¸¢å¤±æ–‡ä»¶ |
-| `new PrismaClient()` 每次新建连接 | 使用全局 `prisma` 实例 | 避免连接数暴增 |
-| 硬编码 `apiKey = 'sk-xxx'` | `process.env.LLM_API_KEY` | 配置管理混乱 |
-| 同步处理1000条文献筛选 | 异步任务 + 进度轮询 | 超过30秒超时限制 |
-
-### ✅ MVP阶段开发检查清单
-
-在提交代码前，请确认：
+| `new PrismaClient()` æ¯<C3A6>æ¬¡æ–°å»ºè¿žæŽ¥ | ä½¿ç”¨å…¨å±€ `prisma` å®žä¾‹ | é<>¿å…<C3A5>è¿žæŽ¥æ•°æš´å¢?|
+| ç¡¬ç¼–ç ?`apiKey = 'sk-xxx'` | `process.env.LLM_API_KEY` | é…<EFBFBD>ç½®ç®¡ç<EFBFBD>†æ··ä¹± |
+| å<EFBFBD>Œæ¥å¤„ç<EFBFBD>†1000æ<EFBFBD>¡æ–‡çŒ®ç›é€?| å¼‚æ¥ä»»åŠ¡ + è¿›åº¦è½®è¯¢ | è¶…è¿‡30ç§’è¶…æ—¶é™<C3A9>åˆ?|

+### âœ?MVPé˜¶æ®µå¼€å<E282AC>‘æ£€æŸ¥æ¸…å<E280A6>?
+åœ¨æ<EFBFBD><EFBFBD>äº¤ä»£ç <EFBFBD>å‰<EFBFBD>ï¼Œè¯·ç¡®è®¤ï¼?
 - [ ] Excelå¯¼å…¥æ˜¯å<C2AF>¦ä½¿ç”¨å†…å˜è§£æž<C3A6>ï¼ˆ`xlsx.read(buffer)`ï¼‰ï¼Ÿ
 - [ ] æ˜¯å<C2AF>¦ä½¿ç”¨å…¨å±€ `prisma` å®žä¾‹ï¼ˆ`import { prisma } from '@/config/database'`ï¼‰ï¼Ÿ
 - [ ] æ˜¯å<C2AF>¦æ‰€æœ‰é…<C3A9>ç½®éƒ½ä»ŽçŽ¯å¢ƒå<C692>˜é‡<C3A9>è¯»å<C2BB>–ï¼Ÿ
 - [ ] LLMç›é€‰ä»»åŠ¡æ˜¯å<C2AF>¦å¼‚æ¥å¤„ç<E2809E>†ï¼ˆ`POST /screening/start` ç«‹å<E280B9>³è¿”å›žtaskIdï¼‰ï¼Ÿ
- [ ] 是否预留了 OSS 字段（`pdfUrl`, `pdfOssKey`, `pdfFileSize`）？
+- [ ] æ˜¯å<C2AF>¦é¢„ç•™äº?OSS å—æ®µï¼ˆ`pdfUrl`, `pdfOssKey`, `pdfFileSize`ï¼‰ï¼Ÿ
 - [ ] æ˜¯å<C2AF>¦ä½¿ç”¨å˜å‚¨æŠ½è±¡å±‚ï¼ˆ`StorageFactory.create()`ï¼‰ï¼Ÿ

-**预留字段说明**：
- MVP阶段仅做标题摘要筛选，不处理PDF
+**é¢„ç•™å—æ®µè¯´æ˜Ž**ï¼?- MVPé˜¶æ®µä»…å<E280A6>šæ ‡é¢˜æ‘˜è¦<C3A8>ç›é€‰ï¼Œä¸<C3A4>å¤„ç<E2809E>†PDF
 - V1.0é˜¶æ®µå®žçŽ°å…¨æ–‡PDFç›é€‰æ—¶ï¼Œä½¿ç”¨é¢„ç•™çš„OSSå—æ®µ

 ---

-## 📅 四周开发计划
-
+## ðŸ“… å››å‘¨å¼€å<E282AC>‘è®¡åˆ?
 ```
-Week 1: 数据库Schema + 后端API框架 + 存储抽象层
-Week 2: LLM筛选核心 + 异步批处理逻辑
-Week 3: 前端模块开发 + 审核工作台（内存解析Excel）
-Week 4: 结果展示 + 导出 + 集成测试
+Week 1: æ•°æ<EFBFBD>®åº“Schema + å<>Žç«¯APIæ¡†æž¶ + å˜å‚¨æŠ½è±¡å±?Week 2: LLMç›é€‰æ ¸å¿?+ å¼‚æ¥æ‰¹å¤„ç<E2809E>†é€»è¾‘
+Week 3: å‰<C3A5>ç«¯æ¨¡å<C2A1>—å¼€å<E282AC>?+ å®¡æ ¸å·¥ä½œå<C593>°ï¼ˆå†…å˜è§£æž<C3A6>Excelï¼?Week 4: ç»“æžœå±•ç¤º + å¯¼å‡º + é›†æˆ<C3A6>æµ‹è¯•
 ```

 ---

-## 🗓️ Week 1: 数据库Schema与后端API框架
+## ðŸ—“ï¸?Week 1: æ•°æ<EFBFBD>®åº“Schemaä¸Žå<EFBFBD>Žç«¯APIæ¡†æž¶

 ### Day 1: Prisma Schema è®¾è®¡

-#### 任务1: 设计 asl_schema 表结构
-
-**在 `backend/prisma/schema.prisma` 中添加：**
+#### ä»»åŠ¡1: è®¾è®¡ asl_schema è¡¨ç»“æž?
+**åœ?`backend/prisma/schema.prisma` ä¸æ·»åŠ ï¼š**

 ```prisma
 // ==================== ASL ç›é€‰é¡¹ç›®è¡¨ ====================
@@ -144,15 +119,12 @@ model AslScreeningProject {
  // PICOæ ‡å‡†
  picoCriteria    Json     @map("pico_criteria") // { population, intervention, comparison, outcome, studyDesign }
  
-  // 筛选标准
-  inclusionCriteria String @map("inclusion_criteria") @db.Text
+  // ç›é€‰æ ‡å‡?  inclusionCriteria String @map("inclusion_criteria") @db.Text
  exclusionCriteria String @map("exclusion_criteria") @db.Text
  
-  // 状态
-  status          String   @default("draft") // draft, screening, completed
+  // çŠ¶æ€?  status          String   @default("draft") // draft, screening, completed
  
-  // 筛选配置
-  screeningConfig Json?    @map("screening_config") // { models: ["deepseek", "qwen"], temperature: 0 }
+  // ç›é€‰é…<EFBFBD>ç½?  screeningConfig Json?    @map("screening_config") // { models: ["deepseek", "qwen"], temperature: 0 }
  
  // å…³è<C2B3>”
  literatures     AslLiterature[]
@@ -168,7 +140,7 @@ model AslScreeningProject {
  @@index([status])
 }

-// ==================== ASL 文献条目表 ====================
+// ==================== ASL æ–‡çŒ®æ<EFBFBD>¡ç›®è¡?====================
 model AslLiterature {
  id              String   @id @default(uuid())
  projectId       String   @map("project_id")
@@ -183,8 +155,7 @@ model AslLiterature {
  publicationYear Int?     @map("publication_year")
  doi             String?
  
-  // 云原生存储字段（V1.0 阶段使用，MVP阶段预留）
-  pdfUrl          String?  @map("pdf_url")        // PDF访问URL
+  // äº‘åŽŸç”Ÿå˜å‚¨å—æ®µï¼ˆV1.0 é˜¶æ®µä½¿ç”¨ï¼ŒMVPé˜¶æ®µé¢„ç•™ï¼?  pdfUrl          String?  @map("pdf_url")        // PDFè®¿é—®URL
  pdfOssKey       String?  @map("pdf_oss_key")    // OSSå˜å‚¨Keyï¼ˆç”¨äºŽåˆ é™¤ï¼‰
  pdfFileSize     Int?     @map("pdf_file_size")  // æ–‡ä»¶å¤§å°<C3A5>ï¼ˆå—èŠ‚ï¼‰
  
@@ -241,23 +212,19 @@ model AslScreeningResult {
  qwenSEvidence   String?  @map("qwen_s_evidence") @db.Text
  qwenReason      String?  @map("qwen_reason") @db.Text
  
-  // 冲突状态
-  conflictStatus  String   @default("none") @map("conflict_status") // "none" | "conflict" | "resolved"
+  // å†²çª<EFBFBD>çŠ¶æ€?  conflictStatus  String   @default("none") @map("conflict_status") // "none" | "conflict" | "resolved"
  conflictFields  Json?    @map("conflict_fields") // ["P", "I", "conclusion"]
  
-  // 最终决策
-  finalDecision   String?  @map("final_decision") // "include" | "exclude" | "pending"
+  // æœ€ç»ˆå†³ç?  finalDecision   String?  @map("final_decision") // "include" | "exclude" | "pending"
  finalDecisionBy String?  @map("final_decision_by") // userId
  finalDecisionAt DateTime? @map("final_decision_at")
  exclusionReason String?  @map("exclusion_reason") @db.Text
  
-  // AI处理状态
-  aiProcessingStatus String @default("pending") @map("ai_processing_status") // "pending" | "processing" | "completed" | "failed"
+  // AIå¤„ç<EFBFBD>†çŠ¶æ€?  aiProcessingStatus String @default("pending") @map("ai_processing_status") // "pending" | "processing" | "completed" | "failed"
  aiProcessedAt   DateTime? @map("ai_processed_at")
  aiErrorMessage  String?  @map("ai_error_message") @db.Text
  
-  // 可追溯信息
-  promptVersion   String   @default("v1.0.0") @map("prompt_version")
+  // å<EFBFBD>¯è¿½æº¯ä¿¡æ<EFBFBD>?  promptVersion   String   @default("v1.0.0") @map("prompt_version")
  rawOutput       Json?    @map("raw_output") // åŽŸå§‹LLMè¾“å‡ºï¼ˆå¤‡ä»½ï¼‰
  
  createdAt       DateTime @default(now()) @map("created_at")
@@ -305,54 +272,48 @@ model AslScreeningTask {
  @@index([status])
 }

-// ==================== 用户表关联（添加到User模型）====================
-// 在 platform_schema 的 User 模型中添加：
+// ==================== ç”¨æˆ·è¡¨å…³è<EFBFBD>”ï¼ˆæ·»åŠ åˆ°Useræ¨¡åž‹ï¼?===================
+// åœ?platform_schema çš?User æ¨¡åž‹ä¸æ·»åŠ ï¼š
 // aslProjects AslScreeningProject[] @relation("AslProjects")
 ```

-**执行迁移：**
+**æ‰§è¡Œè¿<EFBFBD>ç§»ï¼?*
 ```bash
 cd backend
 npx prisma migrate dev --name add_asl_screening_tables
 npx prisma generate
 ```

-**验收标准**：
- ✅ 数据库表创建成功（4张表）
- ✅ Prisma Client 生成成功
- ✅ 可查询 asl_schema 表
-
+**éªŒæ”¶æ ‡å‡†**ï¼?- âœ?æ•°æ<C2B0>®åº“è¡¨åˆ›å»ºæˆ<C3A6>åŠŸï¼?å¼ è¡¨ï¼?- âœ?Prisma Client ç”Ÿæˆ<C3A6>æˆ<C3A6>åŠŸ
+- âœ?å<>¯æŸ¥è¯?asl_schema è¡?
 ---

 ### Day 2: å<>Žç«¯ç›®å½•ç»“æž„åˆ›å»º

-> **⭐ 前置条件（2025-11-17 更新）**：平台基础设施已完成实施 ✅  
-> **完成状态**：8个核心模块，100%测试通过  
+> **â?å‰<C3A5>ç½®æ<C2AE>¡ä»¶ï¼?025-11-17 æ›´æ–°ï¼?*ï¼šå¹³å<C2B3>°åŸºç¡€è®¾æ–½å·²å®Œæˆ<C3A6>å®žæ–?âœ? 
+> **å®Œæˆ<C3A6>çŠ¶æ€?*ï¼?ä¸ªæ ¸å¿ƒæ¨¡å<C2A1>—ï¼Œ100%æµ‹è¯•é€šè¿‡  
 > **å®Œæˆ<C3A6>æŠ¥å‘Š**ï¼š[å¹³å<C2B3>°åŸºç¡€è®¾æ–½å®žæ–½å®Œæˆ<C3A6>æŠ¥å‘Š](../../../08-é¡¹ç›®ç®¡ç<C2A1>†/03-æ¯<C3A6>å‘¨è®¡åˆ’/2025-11-17-å¹³å<C2B3>°åŸºç¡€è®¾æ–½å®žæ–½å®Œæˆ<C3A6>æŠ¥å‘Š.md)  
 > **ä½¿ç”¨æŒ‡å<E280A1>—**ï¼š[backend/src/common/README.md](../../../../backend/src/common/README.md)

-#### 平台已提供的8个核心模块（无需ASL模块实现）
-
+#### å¹³å<EFBFBD>°å·²æ<EFBFBD><EFBFBD>ä¾›çš„8ä¸ªæ ¸å¿ƒæ¨¡å<EFBFBD>—ï¼ˆæ— éœ€ASLæ¨¡å<EFBFBD>—å®žçŽ°ï¼?
 **å¹³å<C2B3>°åŸºç¡€è®¾æ–½è·¯å¾„**ï¼š`backend/src/common/`

 | # | æ¨¡å<C2A1>— | ä½¿ç”¨æ–¹å¼<C3A5> | åŠŸèƒ½è¯´æ˜Ž |
 |---|------|---------|---------|
-| 1 | **存储服务** | `import { storage } from '@/common/storage'` | 文件上传下载（本地/OSS切换） |
+| 1 | **å˜å‚¨æœ<EFBFBD>åŠ¡** | `import { storage } from '@/common/storage'` | æ–‡ä»¶ä¸Šä¼ ä¸‹è½½ï¼ˆæœ¬åœ?OSSåˆ‡æ<E280A1>¢ï¼?|
 | 2 | **æ—¥å¿—ç³»ç»Ÿ** | `import { logger } from '@/common/logging'` | ç»“æž„åŒ–JSONæ—¥å¿— |
 | 3 | **ç¼“å˜æœ<C3A6>åŠ¡** | `import { cache } from '@/common/cache'` | å†…å˜/Redisç¼“å˜ |
-| 4 | **异步任务** | `import { jobQueue } from '@/common/jobs'` | 长时间任务处理 |
-| 5 | **健康检查** | `import { registerHealthRoutes } from '@/common/health'` | SAE健康检查 |
-| 6 | **监控指标** | `import { Metrics } from '@/common/monitoring'` | 性能监控和告警 |
+| 4 | **å¼‚æ¥ä»»åŠ¡** | `import { jobQueue } from '@/common/jobs'` | é•¿æ—¶é—´ä»»åŠ¡å¤„ç<E2809E>?|
+| 5 | **å<EFBFBD>¥åº·æ£€æŸ?* | `import { registerHealthRoutes } from '@/common/health'` | SAEå<EFBFBD>¥åº·æ£€æŸ?|
+| 6 | **ç›‘æŽ§æŒ‡æ ‡** | `import { Metrics } from '@/common/monitoring'` | æ€§èƒ½ç›‘æŽ§å’Œå‘Šè?|
 | 7 | **æ•°æ<C2B0>®åº“è¿žæŽ¥æ± ** | `import { prisma } from '@/config/database'` | å…¨å±€Prismaå®žä¾‹ |
 | 8 | **çŽ¯å¢ƒé…<C3A9>ç½®** | `import { env } from '@/config/env'` | ç»Ÿä¸€é…<C3A9>ç½®ç®¡ç<C2A1>† |

-**存储服务使用示例**：
-```typescript
+**å˜å‚¨æœ<EFBFBD>åŠ¡ä½¿ç”¨ç¤ºä¾‹**ï¼?```typescript
 // ASLæ¨¡å<C2A1>—ç›´æŽ¥ä½¿ç”¨ï¼ˆä¸€è¡Œä»£ç <C3A7>ï¼‰
 import { storage } from '@/common/storage'

-// 上传文件（不关心本地还是OSS）
-const url = await storage.upload('asl/literature/123.pdf', pdfBuffer)
+// ä¸Šä¼ æ–‡ä»¶ï¼ˆä¸<EFBFBD>å…³å¿ƒæœ¬åœ°è¿˜æ˜¯OSSï¼?const url = await storage.upload('asl/literature/123.pdf', pdfBuffer)

 // ä¸‹è½½æ–‡ä»¶
 const buffer = await storage.download('asl/literature/123.pdf')
@@ -361,26 +322,18 @@ const buffer = await storage.download('asl/literature/123.pdf')
 await storage.delete('asl/literature/123.pdf')
 ```

-**支持的部署环境**：
- ✅ 本地开发：LocalAdapter（文件存储到 `./uploads/`）
- ✅ 云端SaaS：OSSAdapter（文件存储到阿里云OSS）
- ✅ 私有化部署：LocalAdapter（文件存储到服务器）
- ✅ 单机版：LocalAdapter（文件存储到用户本地）
-
-**环境切换**：修改一个环境变量即可
-```bash
-# 本地开发
-STORAGE_TYPE=local
+**æ”¯æŒ<EFBFBD>çš„éƒ¨ç½²çŽ¯å¢?*ï¼?- âœ?æœ¬åœ°å¼€å<E282AC>‘ï¼šLocalAdapterï¼ˆæ–‡ä»¶å˜å‚¨åˆ° `./uploads/`ï¼?- âœ?äº‘ç«¯SaaSï¼šOSSAdapterï¼ˆæ–‡ä»¶å˜å‚¨åˆ°é˜¿é‡Œäº‘OSSï¼?- âœ?ç§<C3A7>æœ‰åŒ–éƒ¨ç½²ï¼šLocalAdapterï¼ˆæ–‡ä»¶å˜å‚¨åˆ°æœ<C3A6>åŠ¡å™¨ï¼‰
+- âœ?å<>•æœºç‰ˆï¼šLocalAdapterï¼ˆæ–‡ä»¶å˜å‚¨åˆ°ç”¨æˆ·æœ¬åœ°ï¼?
+**çŽ¯å¢ƒåˆ‡æ<E280A1>¢**ï¼šä¿®æ”¹ä¸€ä¸ªçŽ¯å¢ƒå<C692>˜é‡<C3A9>å<EFBFBD>³å<C2B3>?```bash
+# æœ¬åœ°å¼€å<E282AC>?STORAGE_TYPE=local

 # ç”Ÿäº§çŽ¯å¢ƒ
 STORAGE_TYPE=oss
 ```

-**核心优势**：
- ✅ ASL模块无需关心基础设施实现细节
- ✅ 代码零改动切换环境（本地 ↔ 云端）
- ✅ 所有业务模块（AIA/PKB/DC等）复用同一套基础设施
- ✅ 统一维护、统一升级、统一监控
+**æ ¸å¿ƒä¼˜åŠ¿**ï¼?- âœ?ASLæ¨¡å<C2A1>—æ— éœ€å…³å¿ƒåŸºç¡€è®¾æ–½å®žçŽ°ç»†èŠ‚
+- âœ?ä»£ç <C3A7>é›¶æ”¹åŠ¨åˆ‡æ<E280A1>¢çŽ¯å¢ƒï¼ˆæœ¬åœ° â†?äº‘ç«¯ï¼?- âœ?æ‰€æœ‰ä¸šåŠ¡æ¨¡å<C2A1>—ï¼ˆAIA/PKB/DCç‰ï¼‰å¤<C3A5>ç”¨å<C2A8>Œä¸€å¥—åŸºç¡€è®¾æ–½
+- âœ?ç»Ÿä¸€ç»´æŠ¤ã€<C3A3>ç»Ÿä¸€å<E282AC>‡çº§ã€<C3A3>ç»Ÿä¸€ç›‘æŽ§

 ---

@@ -402,7 +355,7 @@ touch types/screening.types.ts

 #### ä»»åŠ¡2: åˆ›å»ºè·¯ç”±æ–‡ä»¶

-**`backend/src/modules/asl/routes/index.ts`：**
+**`backend/src/modules/asl/routes/index.ts`ï¼?*
 ```typescript
 import { FastifyInstance } from 'fastify'
 import * as projectController from '../controllers/projectController.js'
@@ -413,9 +366,8 @@ import * as screeningController from '../controllers/screeningController.js'
 * ASL æ¨¡å<C2A1>—è·¯ç”±æ³¨å†Œ
 * 
 * @description
- * - 注册到 /api/v1/asl 前缀
- * - 参考 legacy/routes/ 的风格
- * 
+ * - æ³¨å†Œåˆ?/api/v1/asl å‰<EFBFBD>ç¼€
+ * - å<EFBFBD>‚è€?legacy/routes/ çš„é£Žæ ? * 
 * @version Week 3 Day 2
 */
 export async function aslRoutes(fastify: FastifyInstance) {
@@ -430,8 +382,7 @@ export async function aslRoutes(fastify: FastifyInstance) {
  fastify.post('/projects/:projectId/literatures/import', literatureController.importLiteratures)
  fastify.get('/projects/:projectId/literatures', literatureController.listLiteratures)
  
-  // 筛选管理
-  fastify.post('/projects/:projectId/screening/start', screeningController.startScreening)
+  // ç›é€‰ç®¡ç<EFBFBD>?  fastify.post('/projects/:projectId/screening/start', screeningController.startScreening)
  fastify.get('/projects/:projectId/screening/results', screeningController.getScreeningResults)
  fastify.put('/screening/results/:resultId', screeningController.updateScreeningResult)
  fastify.post('/screening/results/batch-update', screeningController.batchUpdateResults)
@@ -440,21 +391,19 @@ export async function aslRoutes(fastify: FastifyInstance) {
 }
 ```

-**验收标准**：
- ✅ 目录结构清晰
- ✅ 路由文件创建完成
- ✅ **可正常使用平台服务**：
-  - ✅ `import { storage } from '@/common/storage'` 可用
-  - ✅ `import { logger } from '@/common/logging'` 可用
-  - ✅ `import { prisma } from '@/config/database'` 可用
-  - ✅ `import { jobQueue } from '@/common/jobs'` 可用
-  - ✅ `import { cache } from '@/common/cache'` 可用
+**éªŒæ”¶æ ‡å‡†**ï¼?- âœ?ç›®å½•ç»“æž„æ¸…æ™°
+- âœ?è·¯ç”±æ–‡ä»¶åˆ›å»ºå®Œæˆ<C3A6>
+- âœ?**å<>¯æ£å¸¸ä½¿ç”¨å¹³å<C2B3>°æœ<C3A6>åŠ?*ï¼?  - âœ?`import { storage } from '@/common/storage'` å<>¯ç”¨
+  - âœ?`import { logger } from '@/common/logging'` å<>¯ç”¨
+  - âœ?`import { prisma } from '@/config/database'` å<>¯ç”¨
+  - âœ?`import { jobQueue } from '@/common/jobs'` å<>¯ç”¨
+  - âœ?`import { cache } from '@/common/cache'` å<>¯ç”¨

 ---

-### Day 3: 在 index.ts 中注册ASL路由
+### Day 3: åœ?index.ts ä¸æ³¨å†ŒASLè·¯ç”±

-**`backend/src/index.ts`（修改）：**
+**`backend/src/index.ts`ï¼ˆä¿®æ”¹ï¼‰ï¼?*
 ```typescript
 // ============================================
 // ã€<C3A3>æ–°æž¶æž„ã€‘ASL æ¨¡å<C2A1>— - Week 3 æ–°å¢ž
@@ -466,22 +415,19 @@ import { aslRoutes } from './modules/asl/routes/index.js';
 // æ³¨å†Œ ASL æ¨¡å<C2A1>—è·¯ç”±
 await fastify.register(aslRoutes, { prefix: '/api/v1/asl' });

-console.log('✅ ASL 路由已注册到 /api/v1/asl/*');
+console.log('âœ?ASL è·¯ç”±å·²æ³¨å†Œåˆ° /api/v1/asl/*');
 ```

-**验收标准**：
- ✅ 后端启动成功
- ✅ 访问 `http://localhost:3001/api/v1/asl/projects` 返回 200（即使是空列表）
+**éªŒæ”¶æ ‡å‡†**ï¼?- âœ?å<>Žç«¯å<C2AF>¯åŠ¨æˆ<C3A6>åŠŸ
+- âœ?è®¿é—® `http://localhost:3001/api/v1/asl/projects` è¿”å›ž 200ï¼ˆå<CB86>³ä½¿æ˜¯ç©ºåˆ—è¡¨ï¼‰

 ---

-## 🗓️ Week 2: LLM筛选核心
-
-### Day 4-5: LLM筛选服务实现
-
+## ðŸ—“ï¸?Week 2: LLMç›é€‰æ ¸å¿?
+### Day 4-5: LLMç›é€‰æœ<C3A6>åŠ¡å®žçŽ?
 #### ä»»åŠ¡1: å®šä¹‰ JSON Schema

-**`backend/src/modules/asl/schemas/screening.schema.ts`：**
+**`backend/src/modules/asl/schemas/screening.schema.ts`ï¼?*
 ```typescript
 export const screeningOutputSchema = {
  "$schema": "http://json-schema.org/draft-07/schema#",
@@ -541,12 +487,10 @@ export const screeningOutputSchema = {
 };
 ```

-#### 任务2: 创建提示词模板
-
-**`backend/prompts/asl/screening/v1.0.0-basic.txt`：**
+#### ä»»åŠ¡2: åˆ›å»ºæ<C2BA><C3A6>ç¤ºè¯<C3A8>æ¨¡æ<C2A1>?
+**`backend/prompts/asl/screening/v1.0.0-basic.txt`ï¼?*
 ```
-你是一位医学文献筛选专家。请根据以下 PICO 标准判断这篇文献是否应该纳入系统评价。
-
+ä½ æ˜¯ä¸€ä½<EFBFBD>åŒ»å¦æ–‡çŒ®ç›é€‰ä¸“å®¶ã€‚è¯·æ ¹æ<EFBFBD>®ä»¥ä¸‹ PICO æ ‡å‡†åˆ¤æ–è¿™ç¯‡æ–‡çŒ®æ˜¯å<C2AF>¦åº”è¯¥çº³å…¥ç³»ç»Ÿè¯„ä»·ã€?
 # PICO æ ‡å‡†
 - **Population (ç ”ç©¶å¯¹è±¡)**: {{population}}
 - **Intervention (å¹²é¢„æŽªæ–½)**: {{intervention}}
@@ -560,18 +504,16 @@ export const screeningOutputSchema = {
 # æŽ’é™¤æ ‡å‡†
 {{exclusionCriteria}}

-# 待筛选文献
-**标题**: {{title}}
+# å¾…ç›é€‰æ–‡çŒ?**æ ‡é¢˜**: {{title}}

 **æ‘˜è¦<C3A8>**: {{abstract}}

 # è¾“å‡ºè¦<C3A8>æ±‚

-请严格按照以下 JSON Schema 输出结果，输出纯JSON（不要包含任何其他文字）：
-
+è¯·ä¸¥æ ¼æŒ‰ç…§ä»¥ä¸?JSON Schema è¾“å‡ºç»“æžœï¼Œè¾“å‡ºçº¯JSONï¼ˆä¸<C3A4>è¦<C3A8>åŒ…å<E280A6>«ä»»ä½•å…¶ä»–æ–‡å—ï¼‰ï¼?
 {
  "decision": "include/exclude/uncertain",
-  "reason": "判断理由（10-500字）",
+  "reason": "åˆ¤æ–ç<EFBFBD>†ç”±ï¼?0-500å—ï¼‰",
  "confidence": 0.95,
  "pico": {
    "population": "match/partial/mismatch",
@@ -589,16 +531,13 @@ export const screeningOutputSchema = {
 }

 # æ³¨æ„<C3A6>äº‹é¡¹
-1. decision 只能是 "include"（纳入）、"exclude"（排除）或 "uncertain"（不确定）
-2. reason 必须具体说明判断依据
-3. confidence 为 0-1 之间的数值
-4. pico 字段逐项评估匹配程度
+1. decision å<EFBFBD>ªèƒ½æ˜?"include"ï¼ˆçº³å…¥ï¼‰ã€?exclude"ï¼ˆæŽ’é™¤ï¼‰æˆ?"uncertain"ï¼ˆä¸<C3A4>ç¡®å®šï¼?2. reason å¿…é¡»å…·ä½“è¯´æ˜Žåˆ¤æ–ä¾<C3A4>æ<EFBFBD>®
+3. confidence ä¸?0-1 ä¹‹é—´çš„æ•°å€?4. pico å—æ®µé€<C3A9>é¡¹è¯„ä¼°åŒ¹é…<C3A9>ç¨‹åº¦
 5. evidences å—æ®µæ<C2B5><C3A6>å<EFBFBD>–åŽŸæ–‡ä¸çš„å…³é”®çŸè¯ä½œä¸ºè¯<C3A8>æ<EFBFBD>®
 ```

-#### 任务3: 实现 LLM 筛选服务
-
-**`backend/src/modules/asl/services/llmScreeningService.ts`：**
+#### ä»»åŠ¡3: å®žçŽ° LLM ç›é€‰æœ<C3A6>åŠ?
+**`backend/src/modules/asl/services/llmScreeningService.ts`ï¼?*
 ```typescript
 import { LLMFactory } from '../../../common/llm/adapters/LLMFactory.js';
 import { parseJSON } from '../../../common/utils/jsonParser.js';
@@ -615,23 +554,18 @@ const ajv = new Ajv();
 const validateSchema = ajv.compile(screeningOutputSchema);

 /**
- * LLM 筛选服务
- * 
+ * LLM ç›é€‰æœ<EFBFBD>åŠ? * 
 * @description
 * - å¤<C3A5>ç”¨ common/llm/adapters/LLMFactory.ts
- * - 双模型并行调用（DeepSeek + Qwen）
- * - JSON Schema 验证
- * - 冲突检测
- * 
+ * - å<EFBFBD>Œæ¨¡åž‹å¹¶è¡Œè°ƒç”¨ï¼ˆDeepSeek + Qwenï¼? * - JSON Schema éªŒè¯<C3A8>
+ * - å†²çª<EFBFBD>æ£€æµ? * 
 * @version Week 3 Day 4-5
 */
 class LLMScreeningService {
  /**
-   * 双模型并行筛选
-   */
+   * å<EFBFBD>Œæ¨¡åž‹å¹¶è¡Œç›é€?   */
  async dualModelScreening(literature: any, protocol: any) {
-    // 构建提示词
-    const prompt = this.buildPrompt(literature, protocol);
+    // æž„å»ºæ<EFBFBD><EFBFBD>ç¤ºè¯?    const prompt = this.buildPrompt(literature, protocol);

    // å¹¶è¡Œè°ƒç”¨ä¸¤ä¸ªæ¨¡åž‹
    const [resultA, resultB] = await Promise.all([
@@ -643,8 +577,7 @@ class LLMScreeningService {
    const decisionA = await this.parseModelOutput(resultA.content, 'deepseek');
    const decisionB = await this.parseModelOutput(resultB.content, 'qwen');

-    // 一致性判断
-    const { consensus, conflictFields } = this.compareDecisions(decisionA, decisionB);
+    // ä¸€è‡´æ€§åˆ¤æ–?    const { consensus, conflictFields } = this.compareDecisions(decisionA, decisionB);

    // è‡ªåŠ¨åˆ†æµ<C3A6>
    const needReview = this.shouldReview(consensus, decisionA, decisionB);
@@ -660,8 +593,7 @@ class LLMScreeningService {
  }

  /**
-   * 调用LLM模型（复用common/llm）
-   */
+   * è°ƒç”¨LLMæ¨¡åž‹ï¼ˆå¤<EFBFBD>ç”¨common/llmï¼?   */
  private async callModel(modelName: string, prompt: string) {
    const llm = LLMFactory.createLLM(modelName);
    
@@ -669,19 +601,16 @@ class LLMScreeningService {
      messages: [
        { role: 'user', content: prompt }
      ],
-      temperature: 0,  // 确定性输出
-      max_tokens: 1000
+      temperature: 0,  // ç¡®å®šæ€§è¾“å‡?      max_tokens: 1000
    });

    return response;
  }

  /**
-   * 构建提示词
-   */
+   * æž„å»ºæ<EFBFBD><EFBFBD>ç¤ºè¯?   */
  private buildPrompt(literature: any, protocol: any): string {
-    // 读取提示词模板
-    const templatePath = path.resolve(__dirname, '../../../../prompts/asl/screening/v1.0.0-basic.txt');
+    // è¯»å<EFBFBD>–æ<EFBFBD><EFBFBD>ç¤ºè¯<EFBFBD>æ¨¡æ<EFBFBD>?    const templatePath = path.resolve(__dirname, '../../../../prompts/asl/screening/v1.0.0-basic.txt');
    let template = fs.readFileSync(templatePath, 'utf-8');

    // æ›¿æ<C2BF>¢å<C2A2>˜é‡<C3A9>
@@ -702,13 +631,12 @@ class LLMScreeningService {
   * è§£æž<C3A6>æ¨¡åž‹è¾“å‡º
   */
  private async parseModelOutput(content: string, modelName: string) {
-    // 使用JSON解析器（复用common/utils）
-    const parsed = parseJSON(content);
+    // ä½¿ç”¨JSONè§£æž<EFBFBD>å™¨ï¼ˆå¤<EFBFBD>ç”¨common/utilsï¼?    const parsed = parseJSON(content);

    // JSON Schema éªŒè¯<C3A8>
    const valid = validateSchema(parsed);
    if (!valid) {
-      console.error('JSON Schema验证失败：', validateSchema.errors);
+      console.error('JSON SchemaéªŒè¯<C3A8>å¤±è´¥ï¼?, validateSchema.errors);
      throw new Error(`æ¨¡åž‹${modelName}è¾“å‡ºæ ¼å¼<C3A5>ä¸<C3A4>ç¬¦å<C2A6>ˆSchema`);
    }

@@ -724,18 +652,15 @@ class LLMScreeningService {
  }

  /**
-   * 对比两个模型的决策
-   */
+   * å¯¹æ¯”ä¸¤ä¸ªæ¨¡åž‹çš„å†³ç?   */
  private compareDecisions(decisionA: any, decisionB: any) {
    const conflicts: string[] = [];

-    // 比较最终决策
-    if (decisionA.decision !== decisionB.decision) {
+    // æ¯”è¾ƒæœ€ç»ˆå†³ç?    if (decisionA.decision !== decisionB.decision) {
      conflicts.push('decision');
    }

-    // 比较PICO各维度
-    if (decisionA.pico.population !== decisionB.pico.population) conflicts.push('P');
+    // æ¯”è¾ƒPICOå<EFBFBD>„ç»´åº?    if (decisionA.pico.population !== decisionB.pico.population) conflicts.push('P');
    if (decisionA.pico.intervention !== decisionB.pico.intervention) conflicts.push('I');
    if (decisionA.pico.comparison !== decisionB.pico.comparison) conflicts.push('C');
    if (decisionA.pico.outcome !== decisionB.pico.outcome) conflicts.push('O');
@@ -749,27 +674,24 @@ class LLMScreeningService {
   * è‡ªåŠ¨åˆ†æµ<C3A6>è§„åˆ™
   */
  private shouldReview(consensus: string, decisionA: any, decisionB: any): boolean {
-    // 规则1：冲突 → 必须复核
+    // è§„åˆ™1ï¼šå†²çª?â†?å¿…é¡»å¤<C3A5>æ ¸
    if (consensus === 'conflict') {
      return true;
    }

-    // 规则2：低置信度 → 需要复核
-    const avgConfidence = (decisionA.confidence + decisionB.confidence) / 2;
+    // è§„åˆ™2ï¼šä½Žç½®ä¿¡åº?â†?éœ€è¦<C3A8>å¤<C3A5>æ ?    const avgConfidence = (decisionA.confidence + decisionB.confidence) / 2;
    if (avgConfidence < 0.7) {
      return true;
    }

-    // 规则3：高置信度 + 一致 → 自动通过
+    // è§„åˆ™3ï¼šé«˜ç½®ä¿¡åº?+ ä¸€è‡?â†?è‡ªåŠ¨é€šè¿‡
    return false;
  }

  /**
-   * 批量筛选
-   */
+   * æ‰¹é‡<EFBFBD>ç›é€?   */
  async batchScreening(literatures: any[], protocol: any, progressCallback?: (progress: number) => void) {
-    const batchSize = 15;  // 每批15篇
-    const results = [];
+    const batchSize = 15;  // æ¯<EFBFBD>æ‰¹15ç¯?    const results = [];

    for (let i = 0; i < literatures.length; i += batchSize) {
      const batch = literatures.slice(i, i + batchSize);
@@ -781,8 +703,7 @@ class LLMScreeningService {

      results.push(...batchResults);

-      // 推送进度
-      const progress = Math.round(((i + batch.length) / literatures.length) * 100);
+      // æŽ¨é€<EFBFBD>è¿›åº?      const progress = Math.round(((i + batch.length) / literatures.length) * 100);
      progressCallback?.(progress);
    }

@@ -793,20 +714,16 @@ class LLMScreeningService {
 export const llmScreeningService = new LLMScreeningService();
 ```

-**验收标准**：
- ✅ LLM双模型调用成功
- ✅ JSON Schema验证通过率 > 95%
- ✅ 冲突检测准确
-
+**éªŒæ”¶æ ‡å‡†**ï¼?- âœ?LLMå<4D>Œæ¨¡åž‹è°ƒç”¨æˆ<C3A6>åŠ?- âœ?JSON SchemaéªŒè¯<C3A8>é€šè¿‡çŽ?> 95%
+- âœ?å†²çª<C3A7>æ£€æµ‹å‡†ç¡?
 ---

-## 🗓️ Week 3: 前端模块开发
-
+## ðŸ—“ï¸?Week 3: å‰<EFBFBD>ç«¯æ¨¡å<EFBFBD>—å¼€å<EFBFBD>?
 ### Day 6-7: å‰<C3A5>ç«¯æ¨¡å<C2A1>—ç»“æž„åˆ›å»º

 #### ä»»åŠ¡1: æ›´æ–°æ¨¡å<C2A1>—å®šä¹‰

-**`frontend-v2/src/modules/asl/index.tsx`（修改）：**
+**`frontend-v2/src/modules/asl/index.tsx`ï¼ˆä¿®æ”¹ï¼‰ï¼?*
 ```typescript
 import { lazy } from 'react'
 import { ModuleDefinition } from '@/framework/modules/types'
@@ -827,7 +744,7 @@ const ASLModule: ModuleDefinition = {
  path: '/literature',
  icon: FileSearchOutlined,
  component: lazy(() => import('./routes')),
-  placeholder: false,  // ✅ 改为 false
+  placeholder: false,  // âœ?æ”¹ä¸º false
  requiredVersion: 'advanced',
  description: 'AIé©±åŠ¨çš„æ–‡çŒ®ç›é€‰å’Œåˆ†æž<C3A6>ç³»ç»Ÿ',
 }
@@ -850,7 +767,7 @@ touch api/index.ts

 #### ä»»åŠ¡3: å®žçŽ°è·¯ç”±é…<C3A9>ç½®

-**`frontend-v2/src/modules/asl/routes.tsx`：**
+**`frontend-v2/src/modules/asl/routes.tsx`ï¼?*
 ```typescript
 import { lazy } from 'react'
 import { Routes, Route, Navigate } from 'react-router-dom'
@@ -865,9 +782,7 @@ const ScreeningResults = lazy(() => import('./pages/ScreeningResults'))
 * 
 * @description
 * - /literature - é¡¹ç›®åˆ—è¡¨
- * - /literature/project/:id/settings - 设置与启动
- * - /literature/project/:id/workbench - 审核工作台
- * - /literature/project/:id/results - 初筛结果
+ * - /literature/project/:id/settings - è®¾ç½®ä¸Žå<EFBFBD>¯åŠ? * - /literature/project/:id/workbench - å®¡æ ¸å·¥ä½œå<C593>? * - /literature/project/:id/results - åˆ<C3A5>ç›ç»“æžœ
 * 
 * @version Week 3 Day 6
 */
@@ -885,9 +800,7 @@ export default function ASLRoutes() {
 }
 ```

-**验收标准**：
- ✅ 顶部导航显示"AI智能文献"（不再是占位）
- ✅ 点击后进入项目列表页（即使是空列表）
+**éªŒæ”¶æ ‡å‡†**ï¼?- âœ?é¡¶éƒ¨å¯¼èˆªæ˜¾ç¤º"AIæ™ºèƒ½æ–‡çŒ®"ï¼ˆä¸<C3A4>å†<C3A5>æ˜¯å<C2AF> ä½<C3A4>ï¼?- âœ?ç‚¹å‡»å<C2BB>Žè¿›å…¥é¡¹ç›®åˆ—è¡¨é¡µï¼ˆå<CB86>³ä½¿æ˜¯ç©ºåˆ—è¡¨ï¼‰

 ---

@@ -895,39 +808,29 @@ export default function ASLRoutes() {

 ï¼ˆç”±äºŽç¯‡å¹…é™<EFBFBD>åˆ¶ï¼Œæ ¸å¿ƒå®žçŽ°ä»£ç <EFBFBD>è¯·å<EFBFBD>‚è€ƒä»»åŠ¡åˆ†è§£æ–‡æ¡£ï¼‰

-**验收标准**：
- ✅ Excel上传功能正常
- ✅ 审核工作台可展示筛选结果
- ✅ 双视图模态框可弹出
-
+**éªŒæ”¶æ ‡å‡†**ï¼?- âœ?Excelä¸Šä¼ åŠŸèƒ½æ£å¸¸
+- âœ?å®¡æ ¸å·¥ä½œå<C593>°å<C2B0>¯å±•ç¤ºç›é€‰ç»“æž?- âœ?å<>Œè§†å›¾æ¨¡æ€<C3A6>æ¡†å<E280A0>¯å¼¹å‡?
 ---

-## 🗓️ Week 4: 集成测试与验收
-
-### Day 11-14: 端到端测试
-
-（详细测试计划见任务分解文档）
-
-**验收标准**：
- ✅ 完整流程：上传 → 筛选 → 复核 → 导出
- ✅ 准确率 ≥ 85%
- ✅ 性能达标（100篇 < 10分钟）
-
+## ðŸ—“ï¸?Week 4: é›†æˆ<EFBFBD>æµ‹è¯•ä¸ŽéªŒæ”?
+### Day 11-14: ç«¯åˆ°ç«¯æµ‹è¯?
+ï¼ˆè¯¦ç»†æµ‹è¯•è®¡åˆ’è§<EFBFBD>ä»»åŠ¡åˆ†è§£æ–‡æ¡£ï¼?
+**éªŒæ”¶æ ‡å‡†**ï¼?- âœ?å®Œæ•´æµ<C3A6>ç¨‹ï¼šä¸Šä¼?â†?ç›é€?â†?å¤<C3A5>æ ¸ â†?å¯¼å‡º
+- âœ?å‡†ç¡®çŽ?â‰?85%
+- âœ?æ€§èƒ½è¾¾æ ‡ï¼?00ç¯?< 10åˆ†é’Ÿï¼?
 ---

 ## ðŸ“š ç›¸å…³æ–‡æ¡£

 - [å¼€å<EFBFBD>‘é‡Œç¨‹ç¢‘](./01-å¼€å<E282AC>‘é‡Œç¨‹ç¢‘.md)
 - [ä»»åŠ¡åˆ†è§£ï¼ˆTodo Listï¼‰](./03-ä»»åŠ¡åˆ†è§£.md)
- [质量保障策略](../02-技术设计/06-质量保障与可追溯策略.md)
- [技术选型](../02-技术设计/07-文献处理技术选型.md)
- [API设计规范](../02-技术设计/02-API设计规范.md)
+- [è´¨é‡<EFBFBD>ä¿<EFBFBD>éšœç–ç•¥](../02-æŠ€æœ¯è®¾è®?06-è´¨é‡<C3A9>ä¿<C3A4>éšœä¸Žå<C5BD>¯è¿½æº¯ç–ç•¥.md)
+- [æŠ€æœ¯é€‰åž‹](../02-æŠ€æœ¯è®¾è®?07-æ–‡çŒ®å¤„ç<E2809E>†æŠ€æœ¯é€‰åž‹.md)
+- [APIè®¾è®¡è§„èŒƒ](../02-æŠ€æœ¯è®¾è®?02-APIè®¾è®¡è§„èŒƒ.md)
 - [å‰<EFBFBD>å<EFBFBD>Žç«¯æ¨¡å<EFBFBD>—åŒ–æž¶æž„è®¾è®¡-V2](../../../00-ç³»ç»Ÿæ€»ä½“è®¾è®¡/å‰<C3A5>å<EFBFBD>Žç«¯æ¨¡å<C2A1>—åŒ–æž¶æž„è®¾è®¡-V2.md)

 ---

-**更新日志**：
- 2025-11-18: V3.1 更新，补充平台基础设施完成状态（8个核心模块）
- 2025-11-16: V3.0 重写，基于真实架构（Frontend-v2 + Backend + asl_schema）
- 2025-11-16: V2.0 重写，详细到每天的任务和代码示例
- 2025-10-29: V1.0 创建，初始版本
+**æ›´æ–°æ—¥å¿—**ï¼?- 2025-11-18: V3.1 æ›´æ–°ï¼Œè¡¥å……å¹³å<C2B3>°åŸºç¡€è®¾æ–½å®Œæˆ<C3A6>çŠ¶æ€<C3A6>ï¼ˆ8ä¸ªæ ¸å¿ƒæ¨¡å<C2A1>—ï¼‰
+- 2025-11-16: V3.0 é‡<C3A9>å†™ï¼ŒåŸºäºŽçœŸå®žæž¶æž„ï¼ˆFrontend-v2 + Backend + asl_schemaï¼?- 2025-11-16: V2.0 é‡<C3A9>å†™ï¼Œè¯¦ç»†åˆ°æ¯<C3A6>å¤©çš„ä»»åŠ¡å’Œä»£ç <C3A7>ç¤ºä¾‹
+- 2025-10-29: V1.0 åˆ›å»ºï¼Œåˆ<EFBFBD>å§‹ç‰ˆæœ?
--- a/docs/03-业务模块/ASL-AI智能文献/04-开发计划/03-任务分解.md
+++ b/docs/03-业务模块/ASL-AI智能文献/04-开发计划/03-任务分解.md
--- a/docs/03-业务模块/ASL-AI智能文献/04-开发计划/04-Week4-结果展示与导出开发计划.md
+++ b/docs/03-业务模块/ASL-AI智能文献/04-开发计划/04-Week4-结果展示与导出开发计划.md
@@ -1,80 +1,80 @@
 # Week 4嚗𡁶<E59A97><F0A181B6>𨅯<EFBFBD>蝷箔<E89DB7>撖澆枂 - 撘<><E69298>𤏸恣<F0A48FB8>𡜐<EFBFBD>鈭穃<E988AD><E7A983><EFBFBD>沲<EFBFBD><E6B2B2><EFBFBD>

-> **文档版本：** v1.0  
-> **创建日期：** 2025-11-21  
-> **计划周期：** 2天（Day 16-17）  
-> **架构原则：** ✅ 云原生优先  
+> **<EFBFBD><EFBFBD>﹝<EFBFBD><EFBFBD>𧋦嚗?* v1.0  
+> **<EFBFBD>𥕦遣<EFBFBD>交<EFBFBD>嚗?* 2025-11-21  
+> **霈∪<EFBFBD><EFBFBD>冽<EFBFBD>嚗?* 2憭抬<E686AD>Day 16-17嚗? 
+> **<EFBFBD>嗆<EFBFBD><EFBFBD>笔<EFBFBD>嚗?* <20>?鈭穃<E988AD><E7A983>煺<EFBFBD><E785BA>? 
 > **<2A><><EFBFBD>擧凒<E693A7>堆<EFBFBD>** 2025-11-21

 ---

 ## <20><> <20><>﹝霂湔<E99C82>

-本文档是 Week 4 功能开发的详细计划，遵循云原生开发规范，实现筛选结果的统计展示和Excel导出功能。
+<EFBFBD>祆<EFBFBD>獢<EFBFBD>糓 Week 4 <EFBFBD>蠘<EFBFBD>撘<EFBFBD><EFBFBD>𤑳<EFBFBD>霂衣<EFBFBD>霈∪<EFBFBD>嚗屸<EFBFBD>敺芯<EFBFBD><EFBFBD>毺<EFBFBD>撘<EFBFBD><EFBFBD>𤏸<EFBFBD><EFBFBD><EFBFBD><EFBFBD>摰䂿緵蝑偦<EFBFBD>厩<EFBFBD><EFBFBD>𦦵<EFBFBD>蝏蠘恣撅閧內<EFBFBD>袏xcel撖澆枂<EFBFBD>蠘<EFBFBD><EFBFBD>?

-**核心目标**：
- ✅ 统计概览（总数、纳入率、排除率、待复核）
- ✅ PRISMA式排除原因统计
- ✅ 结果列表Tab切换与查看
- ✅ Excel批量导出
- ✅ 完整功能闭环（上传→筛选→复核→统计→导出）
+**<EFBFBD>詨<EFBFBD><EFBFBD>格<EFBFBD>**嚗?
+- <EFBFBD>?蝏蠘恣璁<E681A3><E79281>嚗<EFBFBD><E59A97>餅㺭<E9A485><E3BAAD>熙<EFBFBD>亦<EFBFBD><E4BAA6><EFBFBD><EFBFBD><EFBFBD>斤<EFBFBD><E696A4><EFBFBD><EFBFBD>憭齿瓲嚗?
+- <EFBFBD>?PRISMA撘𤩺<EFBFBD><EFBFBD>文<EFBFBD><EFBFBD>删<EFBFBD>霈?
+- <EFBFBD>?蝏𤘪<E89D8F><F0A498AA>𡑒”Tab<61><62>揢銝擧䰻<E693A7>?
+- <EFBFBD>?Excel<EFBFBD>寥<EFBFBD>撖澆枂
+- <EFBFBD>?摰峕㟲<E5B395>蠘<EFBFBD><E8A098>剔㴓嚗<E3B493><E59A97>隡罱<E99AA1>蝑偦<E89D91>争<EFBFBD>憭齿瓲<E9BDBF>垍<EFBFBD>霈﹦<E99C88>撖澆枂嚗?

-**架构原则**：
- ✅ **云原生优先**：遵循[云原生开发规范](../../../04-开发规范/08-云原生开发规范.md)
- ✅ **复用平台能力**：使用全局`prisma`、`logger`等
- ✅ **零文件落盘**：Excel前端生成或OSS存储
- ✅ **后端聚合计算**：统计数据后端聚合
+**<EFBFBD>嗆<EFBFBD><EFBFBD>笔<EFBFBD>**嚗?
+- <EFBFBD>?**鈭穃<E988AD><E7A983>煺<EFBFBD><E785BA>?*嚗𡁻<E59A97>敺歧鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>𤏸<EFBFBD><F0A48FB8><EFBFBD>(../../../04-撘<><E69298>𤏸<EFBFBD><F0A48FB8>?08-鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>𤏸<EFBFBD><F0A48FB8>?md)
+- <EFBFBD>?**憭滨鍂撟喳蝱<E596B3>賢<EFBFBD>**嚗帋蝙<E5B88B>典<EFBFBD>撅<EFBFBD>`prisma`<EFBFBD><EFBFBD>logger`蝑?
+- <EFBFBD>?**<2A>嗆<EFBFBD>隞嗉氜<E59789>?*嚗鍃xcel<65>滨垢<E6BBA8><E59EA2><EFBFBD><EFBFBD>𤈛SS摮睃<E691AE>
+- <EFBFBD>?**<2A>𡒊垢<F0A1928A>𡁜<EFBFBD>霈∠<E99C88>**嚗𡁶<E59A97>霈⊥㺭<E28AA5>桀<EFBFBD>蝡航<E89DA1><E888AA>?

 ---

-## 🎯 一、功能定位
+## <EFBFBD>㴓 銝<><E98A9D><EFBFBD><EFBFBD><EFBFBD>賢<EFBFBD>雿?

-### 1.1 "审核工作台" vs "初筛结果" 区别
+### 1.1 "摰⊥瓲撌乩<EFBFBD><EFBFBD>? vs "<22>萘<EFBFBD>蝏𤘪<E89D8F>" <20>箏<EFBFBD>

-| 维度 | 审核工作台（ScreeningWorkbench） | 初筛结果（ScreeningResults） |
+| 蝏游漲 | 摰⊥瓲撌乩<E6928C><E4B9A9>堆<EFBFBD>ScreeningWorkbench嚗?| <20>萘<EFBFBD>蝏𤘪<E89D8F>嚗𠄎creeningResults嚗?|
 |------|--------------------------------|---------------------------|
-| **定位** | 实时监控、冲突处理、人工复核 | 最终结果展示、统计分析、批量导出 |
+| **摰帋<EFBFBD>** | 摰墧𧒄<EFBFBD>烐綉<EFBFBD><EFBFBD><EFBFBD>蝒<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>犖撌亙<EFBFBD><EFBFBD>?| <20><>蝏<EFBFBD><E89D8F><EFBFBD>𨅯<EFBFBD>蝷箝<E89DB7><E7AE9D><EFBFBD>霈∪<E99C88><E288AA>僐<EFBFBD><E58390>鸌<EFBFBD>誩紡<E8AAA9>?|
 | **雿輻鍂<E8BCBB>嗆㦤** | 蝑偦<E89D91>㕑<EFBFBD>銵䔶葉 | 蝑偦<E89D91>匧<EFBFBD><E58CA7>𣂼<EFBFBD> |
-| **核心功能** | 进度轮询、逐条复核、冲突高亮 | 统计概览、PRISMA总结、批量导出 |
-| **表格形式** | 双行表格（DS + Qwen对比） | 单行表格（显示最终决策） |
-| **强调重点** | 工作流 | 结果汇总 |
+| **<EFBFBD>詨<EFBFBD><EFBFBD>蠘<EFBFBD>** | 餈𥕦漲頧株砭<EFBFBD><EFBFBD><EFBFBD>鞉辺憭齿瓲<EFBFBD><EFBFBD><EFBFBD>蝒<EFBFBD><EFBFBD>鈭?| 蝏蠘恣璁<E681A3><E79281><EFBFBD><EFBFBD>RISMA<4D>餌<EFBFBD><E9A48C><EFBFBD>鸌<EFBFBD>誩紡<E8AAA9>?|
+| **銵冽聢敶Ｗ<EFBFBD>** | <EFBFBD>諹<EFBFBD>銵冽聢嚗㇄S + Qwen撖寞<E69296>嚗?| <20>閗<EFBFBD>銵冽聢嚗<E881A2>遬蝷箸<E89DB7>蝏<EFBFBD><E89D8F>蝑吔<E89D91> |
+| **撘箄<EFBFBD><EFBFBD>滨<EFBFBD>** | 撌乩<EFBFBD>瘚?| 蝏𤘪<E89D8F>瘙<EFBFBD><E79899>?|

-**比喻**：
+**瘥𥪜鸘**嚗?
 ```
-审核工作台 = 生产车间（正在筛选、复核）
+摰⊥瓲撌乩<EFBFBD><EFBFBD>?= <20>煺漣頧阡𡢿嚗<F0A1A2BF>迤<EFBFBD>函<EFBFBD><E587BD>剹<EFBFBD><E589B9><EFBFBD><EFBFBD>賂<EFBFBD>
 <EFBFBD>萘<EFBFBD>蝏𤘪<EFBFBD>   = <20>𣂼<EFBFBD>隞枏<E99A9E>嚗<EFBFBD>歇摰峕<E691B0><E5B395><EFBFBD><EFBFBD>霈～<E99C88><EFBD9E>紡<EFBFBD>綽<EFBFBD>
 ```

 ### 1.2 <20>冽<EFBFBD>瘚<EFBFBD><E7989A>

 ```
-设置与启动 → 审核工作台 → 初筛结果
-   (配置)      (实时监控)    (结果汇总)
-    ↓            ↓            ↓
+霈曄蔭銝𤾸鍳<EFBFBD>?<3F>?摰⊥瓲撌乩<E6928C><E4B9A9>?<3F>?<3F>萘<EFBFBD>蝏𤘪<E89D8F>
+   (<EFBFBD>滨蔭)      (摰墧𧒄<EFBFBD>烐綉)    (蝏𤘪<E89D8F>瘙<EFBFBD><E79899>?
+    <EFBFBD>?           <EFBFBD>?           <EFBFBD>?
  憛怠<E6869B>PICOS    <20>鞉辺憭齿瓲      <20>寥<EFBFBD>撖澆枂
  銝𠹺<E98A9D>Excel    <20>脩<EFBFBD>憭<EFBFBD><E686AD>      蝏蠘恣<E8A098><E681A3><EFBFBD>
 ```

 ---

-## 🏗️ 二、技术架构（云原生）
+## <EFBFBD><EFBFBD>儭?鈭䎚<E988AD><E48E9A><EFBFBD><EFBFBD>舀沲<E88880><E6B2B2><EFBFBD>鈭穃<E988AD><E7A983><EFBFBD><EFBFBD>

 ### 2.1 <20>詨<EFBFBD><E8A9A8>嗆<EFBFBD><E59786>喟<EFBFBD>

-#### 决策1：数据获取策略 → 后端聚合API ✅
+#### <EFBFBD>喟<EFBFBD>1嚗𡁏㺭<EFBFBD>株繮<EFBFBD>𣇉<EFBFBD><EFBFBD>?<3F>?<3F>𡒊垢<F0A1928A>𡁜<EFBFBD>API <EFBFBD>?

-**方案A**（不采用）：前端获取全量数据，前端计算
+**<EFBFBD>寞<EFBFBD>A**嚗<><E59A97><EFBFBD><EFBFBD>鍂嚗㚁<E59A97><E39A81>滨垢<E6BBA8>瑕<EFBFBD><E79195>券<EFBFBD><E588B8>唳旿嚗<E697BF><E59A97>蝡航恣蝞?
 ```typescript
-// ❌ 不符合云原生：前端获取全量数据（可能上千条）
+// <EFBFBD>?銝滨泵<E6BBA8><E6B3B5><EFBFBD><EFBFBD>毺<EFBFBD>嚗𡁜<E59A97>蝡航繮<E888AA>硋<EFBFBD><E7A18B>𤩺㺭<F0A4A9BA>殷<EFBFBD><E6AEB7>航<EFBFBD>銝𠰴<E98A9D><F0A0B0B4>∴<EFBFBD>
 const { data } = await aslApi.getScreeningResultsList(projectId, {
  pageSize: 9999  // <20>瑕<EFBFBD><E79195>券<EFBFBD>
 });
 // <20>滨垢霈∠<E99C88>蝏蠘恣...
 ```

-**方案B**（采用）：后端聚合API ✅
+**<EFBFBD>寞<EFBFBD>B**嚗<><E59A97><EFBFBD>剁<EFBFBD>嚗𡁜<E59A97>蝡航<E89DA1><E888AA>㇁PI <EFBFBD>?
 ```typescript
-// ✅ 符合云原生：后端聚合，减少网络传输
+// <EFBFBD>?蝚血<E89D9A>鈭穃<E988AD><E7A983><EFBFBD><EFBFBD><EFBFBD>𡒊垢<F0A1928A>𡁜<EFBFBD>嚗<EFBFBD><E59A97>撠𤑳<E692A0>蝏靝<E89D8F>颲?
 GET /api/v1/asl/projects/:projectId/statistics

 // <20>𡒊垢雿輻鍂Prisma<6D>𡁜<EFBFBD>
@@ -85,50 +85,50 @@ const stats = await prisma.aslScreeningResult.groupBy({
 });
 ```

-**选择理由**：
- ✅ 后端聚合，性能好
- ✅ 减少网络传输（从MB级降到KB级）
- ✅ 可扩展性强（支持更复杂的统计）
- ✅ 符合云原生"计算靠近数据"原则
+**<EFBFBD>㗇𥋘<EFBFBD><EFBFBD>眏**嚗?
+- <EFBFBD>?<3F>𡒊垢<F0A1928A>𡁜<EFBFBD>嚗峕<E59A97>扯<EFBFBD>憟?
+- <EFBFBD>?<3F>誩<EFBFBD>蝵𤑳<E89DB5>隡㰘<E99AA1>嚗<EFBFBD><E59A97>MB蝥折<E89DA5><E68A98>袁B蝥改<E89DA5>
+- <EFBFBD>?<3F>舀<EFBFBD>撅閙<E69285>批撩嚗<E692A9>𣈲<EFBFBD><F0A388B2>凒憭齿<E686AD><E9BDBF><EFBFBD><EFBFBD>霈∴<E99C88>
+- <EFBFBD>?蝚血<E89D9A>鈭穃<E988AD><E7A983>?霈∠<E99C88><E288A0>㰘<EFBFBD><E3B098>唳旿"<22>笔<EFBFBD>

 ---

-#### 决策2：Excel导出策略 → 前端生成（MVP）✅
+#### <EFBFBD>喟<EFBFBD>2嚗鍃xcel撖澆枂蝑𣇉裦 <20>?<3F>滨垢<E6BBA8><E59EA2><EFBFBD>嚗㇈VP嚗争<E59A97>

-**方案A**（采用MVP）：前端生成 ✅
+**<EFBFBD>寞<EFBFBD>A**嚗<><E59A97><EFBFBD>決VP嚗㚁<E59A97><E39A81>滨垢<E6BBA8><E59EA2><EFBFBD> <20>?
 ```typescript
-// ✅ 符合云原生：零文件落盘，完全在浏览器内存中
+// <EFBFBD>?蝚血<E89D9A>鈭穃<E988AD><E7A983><EFBFBD><EFBFBD><EFBFBD>嗆<EFBFBD>隞嗉氜<E59789>矋<EFBFBD>摰<EFBFBD><E691B0><EFBFBD>冽<EFBFBD>閫<EFBFBD>膥<EFBFBD><E886A5><EFBFBD>銝?
 import * as XLSX from 'xlsx';

 function exportToExcel(results) {
  const ws = XLSX.utils.json_to_sheet(exportData);
  const wb = XLSX.utils.book_new();
-  XLSX.utils.book_append_sheet(wb, ws, '筛选结果');
-  XLSX.writeFile(wb, 'screening-results.xlsx');  // 浏览器下载
+  XLSX.utils.book_append_sheet(wb, ws, '蝑偦<EFBFBD>厩<EFBFBD><EFBFBD>?);
+  XLSX.writeFile(wb, 'screening-results.xlsx');  // 瘚讛<EFBFBD><EFBFBD>其<EFBFBD>頧?
 }
 ```

-**优点**：
- ✅ **零文件落盘**（完全在浏览器内存中生成）
- ✅ **无需后端存储**（不占用OSS空间）
- ✅ **实时生成**（无异步等待）
- ✅ **符合云原生原则**（避免Serverless文件操作）
- ✅ **成本低**（不消耗后端资源）
+**隡条<EFBFBD>**嚗?
+- <EFBFBD>?**<2A>嗆<EFBFBD>隞嗉氜<E59789>?*嚗<><E59A97><EFBFBD>典銁瘚讛<E7989A><E8AE9B>典<EFBFBD>摮䀝葉<E4809D><E89189><EFBFBD>嚗?
+- <EFBFBD>?**<2A>𣳇<EFBFBD><F0A3B387>𡒊垢摮睃<E691AE>**嚗<><E59A97><EFBFBD>删鍂OSS蝛粹𡢿嚗?
+- <EFBFBD>?**摰墧𧒄<E5A2A7><F0A79284><EFBFBD>**嚗<><E59A97>撘<EFBFBD>郊蝑匧<E89D91>嚗?
+- <EFBFBD>?**蝚血<E89D9A>鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>?*嚗<><E59A97><EFBFBD>𥒚erverless<EFBFBD><EFBFBD>辣<EFBFBD>滢<EFBFBD>嚗?
+- <EFBFBD>?**<2A>鞉𧋦雿?*嚗<><E59A97>瘨<EFBFBD><E798A8>堒<EFBFBD>蝡航<E89DA1>皞琜<E79A9E>

-**限制**：
- ⚠️ 适用数据量：<5000条
- ⚠️ 生成速度：<1000条约2-3秒
+**<EFBFBD>𣂼<EFBFBD>**嚗?
+- <EFBFBD>𩤃<EFBFBD> <20><>鍂<EFBFBD>唳旿<E594B3>𧶏<EFBFBD><5000<EFBFBD>?
+- <EFBFBD>𩤃<EFBFBD> <20><><EFBFBD><EFBFBD>笔漲嚗?1000<EFBFBD>∠漲2-3蝘?
 - <20>𩤃<EFBFBD> 銝齿𣈲<E9BDBF><F0A388B2><EFBFBD><EFBFBD><EFBFBD>聢撘𧶏<E69298>憭锭heet<65><74>㦛銵剁<E98AB5>

-**方案B**（未来扩展）：后端生成 + OSS存储 ⏸️
+**<EFBFBD>寞<EFBFBD>B**嚗<>𧊋<EFBFBD>交<EFBFBD>撅𤏪<E69285>嚗𡁜<E59A97>蝡舐<E89DA1><E88890>?+ OSS摮睃<E691AE> <20>賂<EFBFBD>
 ```typescript
-// ⏸️ 技术债务：当数据量>5000条或需要复杂格式时
-// 1. 后端生成Excel（内存中）
+// <EFBFBD>賂<EFBFBD> <20><><EFBFBD>臬<EFBFBD>箏𦛚嚗𡁜<E59A97><F0A1819C>唳旿<E594B3>?5000<30>⊥<EFBFBD><E28AA5><EFBFBD>閬<EFBFBD><E996AC><EFBFBD><EFBFBD>聢撘𤩺𧒄
+// 1. <EFBFBD>𡒊垢<EFBFBD><EFBFBD><EFBFBD>Excel嚗<EFBFBD><EFBFBD>摮䀝葉嚗?
 import ExcelJS from 'exceljs';
 const workbook = new ExcelJS.Workbook();
 // ... <20><><EFBFBD>Excel

-// 2. ⭐ 上传到OSS（使用平台存储服务）
+// 2. 潃?銝𠹺<E98A9D><F0A0B9BA>記SS嚗<53>蝙<EFBFBD>典像<E585B8>啣<EFBFBD><E595A3>冽<EFBFBD><E586BD>∴<EFBFBD>
 import { storage } from '@/common/storage';
 const buffer = await workbook.xlsx.writeBuffer();
 const url = await storage.upload(`asl/exports/${Date.now()}.xlsx`, buffer);
@@ -137,97 +137,97 @@ const url = await storage.upload(`asl/exports/${Date.now()}.xlsx`, buffer);
 res.send({ success: true, url });
 ```

-**触发条件**：
- 单次导出数据量 >5000条
- 需要复杂Excel格式（多Sheet、图表等）
+**閫血<EFBFBD><EFBFBD>∩辣**嚗?
+- <EFBFBD>閙活撖澆枂<EFBFBD>唳旿<EFBFBD>?>5000<EFBFBD>?
+- <EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD><EFBFBD><EFBFBD>xcel<EFBFBD>澆<EFBFBD>嚗<EFBFBD><EFBFBD>Sheet<EFBFBD><EFBFBD>㦛銵函<EFBFBD>嚗?
 - <20>冽<EFBFBD><E586BD>漤<EFBFBD><E6BCA4>滨垢撖澆枂<E6BE86>⊿▼

-**记录位置**：[技术债务清单 - 优先级4](../../06-技术债务/技术债务清单.md)
+**霈啣<EFBFBD>雿滨蔭**嚗靀<E59A97><E99D80><EFBFBD>臬<EFBFBD>箏𦛚皜<F0A69B9A><E79A9C> - 隡睃<E99AA1>蝥?](../../06-<EFBFBD><EFBFBD><EFBFBD>臬<EFBFBD>箏𦛚/<2F><><EFBFBD>臬<EFBFBD>箏𦛚皜<F0A69B9A><E79A9C>.md)

 ---

-### 2.2 云原生架构检查
+### 2.2 鈭穃<EFBFBD><EFBFBD><EFBFBD>沲<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?

-基于[云原生开发规范](../../../04-开发规范/08-云原生开发规范.md)，本开发计划遵循：
+<EFBFBD>箔<EFBFBD>[鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>𤏸<EFBFBD><F0A48FB8><EFBFBD>(../../../04-撘<><E69298>𤏸<EFBFBD><F0A48FB8>?08-鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>𤏸<EFBFBD><F0A48FB8>?md)嚗峕𧋦撘<F0A78BA6><E69298>𤏸恣<F0A48FB8>㘾<EFBFBD>敺迎<E695BA>

-| 检查项 | 要求 | 本计划实现 | 状态 |
+| 璉<EFBFBD><EFBFBD>仿★ | 閬<><E996AC> | <20>祈恣<E7A588>鍦<EFBFBD><E98DA6>?| <20>嗆<EFBFBD>?|
 |--------|------|-----------|------|
-| **存储** | 使用`storage.upload()`，不用`fs.writeFile()` | Excel前端生成，零落盘 | ✅ |
-| **数据库** | 使用全局`prisma`实例 | 统计API使用全局`prisma` | ✅ |
-| **长任务** | 异步处理，不阻塞请求 | 统计API <500ms，无需异步 | ✅ |
-| **日志** | 使用`logger`，不用`console.log` | 后端使用`logger.info/error` | ✅ |
-| **配置** | 使用`process.env` | 无新增配置 | ✅ |
-| **计算** | 复杂计算后端完成 | 统计聚合后端完成 | ✅ |
+| **摮睃<EFBFBD>** | 雿輻鍂`storage.upload()`嚗䔶<EFBFBD><EFBFBD>灼fs.writeFile()` | Excel<EFBFBD>滨垢<EFBFBD><EFBFBD><EFBFBD>嚗屸妟<EFBFBD>賜<EFBFBD> | <EFBFBD>?|
+| **<EFBFBD>唳旿摨?* | 雿輻鍂<E8BCBB>典<EFBFBD>`prisma`摰硺<E691B0> | 蝏蠘恣API雿輻鍂<E8BCBB>典<EFBFBD>`prisma` | <EFBFBD>?|
+| **<EFBFBD>蹂遙<EFBFBD>?* | 撘<>郊憭<E9838A><E686AD>嚗䔶<E59A97><E494B6>餃<EFBFBD>霂瑟<E99C82> | 蝏蠘恣API <500ms嚗峕<EFBFBD><EFBFBD><EFBFBD>撘<EFBFBD>郊 | <EFBFBD>?|
+| **<EFBFBD>亙<EFBFBD>** | 雿輻鍂`logger`嚗䔶<EFBFBD><EFBFBD>灼console.log` | <EFBFBD>𡒊垢雿輻鍂`logger.info/error` | <EFBFBD>?|
+| **<EFBFBD>滨蔭** | 雿輻鍂`process.env` | <EFBFBD>䭾鰵憓鮋<EFBFBD>蝵?| <20>?|
+| **霈∠<EFBFBD>** | 憭齿<EFBFBD>霈∠<EFBFBD><EFBFBD>𡒊垢摰峕<EFBFBD> | 蝏蠘恣<E8A098>𡁜<EFBFBD><F0A1819C>𡒊垢摰峕<E691B0> | <EFBFBD>?|

 ---

-## 📐 三、页面设计
+## <EFBFBD><EFBFBD> 銝剹<E98A9D><E589B9>△<EFBFBD>Ｚ挽霈?

 ### 3.1 <20>港<EFBFBD>撣<EFBFBD><E692A3>

 ```
-┌─────────────────────────────────────────────────────────┐
-│  标题：标题摘要初筛 - 结果                                  │
-│  说明：筛选结果统计、PRISMA流程图、批量操作和导出              │
-└─────────────────────────────────────────────────────────┘
+<EFBFBD>𢞖<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
+<EFBFBD>? <20><><EFBFBD>嚗𡁏<E59A97>憸䀹<E686B8>閬<EFBFBD><E996AC>蝑?- 蝏𤘪<E89D8F>                                  <EFBFBD>?
+<EFBFBD>? 霂湔<E99C82>嚗𡁶<E59A97><F0A181B6>厩<EFBFBD><E58EA9>𦦵<EFBFBD>霈～<E99C88><EFBD9E>RISMA瘚<41><E7989A><EFBFBD>整<EFBFBD><E695B4>鸌<EFBFBD>𤩺<EFBFBD>雿𨅯<E99BBF>撖澆枂              <EFBFBD>?
+<EFBFBD>婙<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?

-┌─────────────────────────────────────────────────────────┐
-│  📊 统计概览（4个卡片 + 待复核提示）                          │
-│  ┌───────┐ ┌───────┐ ┌───────┐ ┌───────┐                │
-│  │ 总数  │ │ 已纳入│ │ 已排除│ │ 待复核│                   │
-│  │  199  │ │  85   │ │  90   │ │  24   │                   │
-│  │  篇   │ │ 42.7% │ │ 45.2% │ │ 12.1% │                   │
-│  └───────┘ └───────┘ └───────┘ └───────┘                │
-│                                                           │
-│  ⚠️ 提示：还有 24 篇文献待复核，请前往"审核工作台"处理      │
-└─────────────────────────────────────────────────────────┘
+<EFBFBD>𢞖<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
+<EFBFBD>? <20><> 蝏蠘恣璁<E681A3><E79281>嚗?銝芸㨃<E88AB8>?+ 敺<><E695BA><EFBFBD>豢<EFBFBD>蝷綽<E89DB7>                          <EFBFBD>?
+<EFBFBD>? <20>𢞖<EFBFBD><F0A29E96><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?<3F>𢞖<EFBFBD><F0A29E96><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?<3F>𢞖<EFBFBD><F0A29E96><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?<3F>𢞖<EFBFBD><F0A29E96><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?               <EFBFBD>?
+<EFBFBD>? <20>?<3F>餅㺭  <20>?<3F>?撌脩熙<E884A9>乒<EFBFBD> <20>?撌脫<E6928C><E884AB>手<EFBFBD> <20>?敺<><E695BA><EFBFBD>詹<EFBFBD>                   <EFBFBD>?
+<EFBFBD>? <20>? 199  <EFBFBD>?<3F>? 85   <EFBFBD>?<3F>? 90   <EFBFBD>?<3F>? 24   <EFBFBD>?                  <EFBFBD>?
+<EFBFBD>? <20>? 蝭?  <20>?<3F>?42.7% <EFBFBD>?<3F>?45.2% <EFBFBD>?<3F>?12.1% <EFBFBD>?                  <EFBFBD>?
+<EFBFBD>? <20>婙<EFBFBD><E5A999><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?<3F>婙<EFBFBD><E5A999><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?<3F>婙<EFBFBD><E5A999><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?<3F>婙<EFBFBD><E5A999><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?               <EFBFBD>?
+<EFBFBD>?                                                          <EFBFBD>?
+<EFBFBD>? <20>𩤃<EFBFBD> <20>鞟內嚗朞<E59A97><E69C9E>?24 蝭<><E89DAD><EFBFBD>桀<EFBFBD>憭齿瓲嚗諹窈<E8ABB9>滚<EFBFBD>"摰⊥瓲撌乩<E6928C><E4B9A9>?憭<><E686AD>      <EFBFBD>?
+<EFBFBD>婙<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?

-┌─────────────────────────────────────────────────────────┐
-│  📈 排除原因统计（柱状图）                                   │
-│  ┌─────────────────────────────────────────────┐        │
-│  │ P不匹配（人群）  ████████████████ 40篇 (44%) │        │
-│  │ I不匹配（干预）  ████████ 25篇 (28%)        │        │
-│  │ S不匹配（研究设计）████ 15篇 (17%)          │        │
-│  │ 其他原因       ██ 10篇 (11%)                │        │
-│  └─────────────────────────────────────────────┘        │
-└─────────────────────────────────────────────────────────┘
+<EFBFBD>𢞖<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
+<EFBFBD>? <20><> <20>㘾膄<E398BE>笔<EFBFBD>蝏蠘恣嚗<E681A3><E59A97><EFBFBD>嗅㦛嚗?                                  <EFBFBD>?
+<EFBFBD>? <20>𢞖<EFBFBD><F0A29E96><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?       <EFBFBD>?
+<EFBFBD>? <20>?P銝滚龪<E6BB9A>㵪<EFBFBD>鈭箇黎嚗? <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> 40蝭?(44%) <EFBFBD>?       <EFBFBD>?
+<EFBFBD>? <20>?I銝滚龪<E6BB9A>㵪<EFBFBD>撟脤<E6929F>嚗? <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD> 25蝭?(28%)        <EFBFBD>?       <EFBFBD>?
+<EFBFBD>? <20>?S銝滚龪<E6BB9A>㵪<EFBFBD><E3B5AA>𠉛弦霈曇恣嚗争<E59A97><E4BA89><EFBFBD><EFBFBD><EFBFBD>?15蝭?(17%)          <EFBFBD>?       <EFBFBD>?
+<EFBFBD>? <20>?<3F>嗡<EFBFBD><E597A1>笔<EFBFBD>       <EFBFBD><EFBFBD><EFBFBD> 10蝭?(11%)                <EFBFBD>?       <EFBFBD>?
+<EFBFBD>? <20>婙<EFBFBD><E5A999><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?       <EFBFBD>?
+<EFBFBD>婙<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?

-┌─────────────────────────────────────────────────────────┐
-│  📋 结果列表（Tabs + 单行表格 + 批量操作）                    │
-│  ┌─────────────────────────────────────────────────┐    │
-│  │ [全部 199] [已纳入 85] [已排除 90] [待复核 24]  │    │
-│  ├─────────────────────────────────────────────────┤    │
-│  │ [导出全部] [导出当前页] [导出选中项]              │    │
-│  ├─────────────────────────────────────────────────┤    │
-│  │ ☑ 序号 | 标题 | 最终决策 | 排除原因 | 操作      │    │
-│  │ ☐ 1   | ... | 已纳入   | -        | [查看]    │    │
-│  │ ☐ 2   | ... | 已排除   | P不匹配   | [查看]    │    │
-│  │ ☐ 3   | ... | 待复核   | 冲突     | [复核]    │    │
-│  └─────────────────────────────────────────────────┘    │
-└─────────────────────────────────────────────────────────┘
+<EFBFBD>𢞖<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
+<EFBFBD>? <20><> 蝏𤘪<E89D8F><F0A498AA>𡑒”嚗㇍abs + <20>閗<EFBFBD>銵冽聢 + <20>寥<EFBFBD><E5AFA5>滢<EFBFBD>嚗?                   <EFBFBD>?
+<EFBFBD>? <20>𢞖<EFBFBD><F0A29E96><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?   <EFBFBD>?
+<EFBFBD>? <20>?[<5B>券<EFBFBD> 199] [撌脩熙<E884A9>?85] [撌脫<E6928C><E884AB>?90] [敺<><E695BA><EFBFBD>?24]  <EFBFBD>?   <EFBFBD>?
+<EFBFBD>? <20>鎿<EFBFBD><E98EBF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?   <EFBFBD>?
+<EFBFBD>? <20>?[撖澆枂<E6BE86>券<EFBFBD>] [撖澆枂敶枏<E695B6>憿琶 [撖澆枂<E6BE86>劐葉憿鉛              <EFBFBD>?   <EFBFBD>?
+<EFBFBD>? <20>鎿<EFBFBD><E98EBF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?   <EFBFBD>?
+<EFBFBD>? <20>?<3F>?摨誩噡 | <20><><EFBFBD> | <20><>蝏<EFBFBD><E89D8F>蝑?| <20>㘾膄<E398BE>笔<EFBFBD> | <20>滢<EFBFBD>      <EFBFBD>?   <EFBFBD>?
+<EFBFBD>? <20>?<3F>?1   | ... | 撌脩熙<EFBFBD>?  | -        | [<EFBFBD>亦<EFBFBD>]    <EFBFBD>?   <EFBFBD>?
+<EFBFBD>? <20>?<3F>?2   | ... | 撌脫<EFBFBD><EFBFBD>?  | P銝滚龪<E6BB9A>?  | [<EFBFBD>亦<EFBFBD>]    <EFBFBD>?   <EFBFBD>?
+<EFBFBD>? <20>?<3F>?3   | ... | 敺<EFBFBD><EFBFBD><EFBFBD>?  | <EFBFBD>脩<EFBFBD>     | [憭齿瓲]    <EFBFBD>?   <EFBFBD>?
+<EFBFBD>? <20>婙<EFBFBD><E5A999><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?   <EFBFBD>?
+<EFBFBD>婙<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
 ```

 ### 3.2 銵冽聢霈曇恣

-**列定义**（单行表格，区别于审核工作台的双行）：
+**<EFBFBD>堒<EFBFBD>銋?*嚗<><E59A97>銵諹”<E8ABB9>潘<EFBFBD><E6BD98>箏<EFBFBD>鈭𤾸恣<F0A4BEB8>詨極雿𨅯蝱<F0A885AF><E89DB1><EFBFBD>銵䕘<E98AB5>嚗?

 | <20>堒<EFBFBD> | 摰賢漲 | 霂湔<E99C82> |
 |------|------|------|
-| 选择 | 50px | Checkbox多选 |
+| <EFBFBD>㗇𥋘 | 50px | Checkbox憭𡁻<EFBFBD>?|
 | 摨誩噡 | 60px | 銵<>噡 |
 | <20><>讃<EFBFBD><E8AE83><EFBFBD> | 400px | Tooltip<69>曄內<E69B84>冽<EFBFBD> |
-| 最终决策 | 100px | Tag显示（纳入/排除/待定） |
+| <EFBFBD><EFBFBD>蝏<EFBFBD><EFBFBD>蝑?| 100px | Tag<EFBFBD>曄內嚗<EFBFBD>熙<EFBFBD>?<3F>㘾膄/敺<><E695BA>嚗?|
 | <20>㘾膄<E398BE>笔<EFBFBD> | 150px | <20>曄內<E69B84>瑚<EFBFBD><E7919A>笔<EFBFBD> |
-| 置信度 | 80px | DeepSeek置信度 |
+| 蝵桐縑摨?| 80px | DeepSeek蝵桐縑摨?|
 | <20>滢<EFBFBD> | 100px | <20>亦<EFBFBD>霂行<E99C82><E8A18C>厰僼 |

-**关键区别**：
- **审核工作台**：双行表格，显示DS+Qwen对比，强调冲突
- **初筛结果**：**单行表格**，显示最终决策，强调结果
+**<EFBFBD>喲睸<EFBFBD>箏<EFBFBD>**嚗?
+- **摰⊥瓲撌乩<EFBFBD><EFBFBD>?*嚗𡁜<E59A97>銵諹”<E8ABB9>潘<EFBFBD><E6BD98>曄內DS+Qwen撖寞<E69296>嚗<EFBFBD>撩靚<E692A9><E99D9A>蝒?
+- **<EFBFBD>萘<EFBFBD>蝏𤘪<EFBFBD>**嚗?*<2A>閗<EFBFBD>銵冽聢**嚗峕遬蝷箸<E89DB7>蝏<EFBFBD><E89D8F>蝑吔<E89D91>撘箄<E69298>蝏𤘪<E89D8F>

 ---

-## 🔧 四、后端开发
+## <EFBFBD>圲 <20>䜘<EFBFBD><E49C98><EFBFBD>蝡臬<E89DA1><E887AC>?

 ### 4.1 <20>啣<EFBFBD>蝏蠘恣API

@@ -238,7 +238,7 @@ GET /api/v1/asl/projects/:projectId/statistics

 #### 霂瑟<E99C82><E7919F><EFBFBD>㺭
 ```
-无
+<EFBFBD>?
 ```

 #### <20>滚<EFBFBD><E6BB9A>澆<EFBFBD>
@@ -253,9 +253,9 @@ GET /api/v1/asl/projects/:projectId/statistics
    "conflict": 24,
    "reviewed": 175,
    "exclusionReasons": {
-      "P不匹配（人群）": 40,
-      "I不匹配（干预）": 25,
-      "S不匹配（研究设计）": 15,
+      "P銝滚龪<EFBFBD>㵪<EFBFBD>鈭箇黎嚗?: 40,
+      "I銝滚龪<EFBFBD>㵪<EFBFBD>撟脤<EFBFBD>嚗?: 25,
+      "S銝滚龪<EFBFBD>㵪<EFBFBD><EFBFBD>𠉛弦霈曇恣嚗?: 15,
      "<EFBFBD>嗡<EFBFBD><EFBFBD>笔<EFBFBD>": 10
    },
    "includedRate": "42.7",
@@ -270,7 +270,7 @@ GET /api/v1/asl/projects/:projectId/statistics
 // backend/src/modules/asl/controllers/screeningController.ts

 /**
- * 获取项目筛选统计数据（云原生：后端聚合）
+ * <EFBFBD>瑕<EFBFBD>憿寧𤌍蝑偦<EFBFBD>厩<EFBFBD>霈⊥㺭<EFBFBD>殷<EFBFBD>鈭穃<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>𡒊垢<EFBFBD>𡁜<EFBFBD>嚗?
 * GET /api/v1/asl/projects/:projectId/statistics
 */
 export async function getProjectStatistics(
@@ -290,7 +290,7 @@ export async function getProjectStatistics(
      return reply.status(404).send({ error: 'Project not found' });
    }

-    // 2. ⭐ 云原生：使用Prisma聚合查询（并行）
+    // 2. 潃?鈭穃<E988AD><E7A983><EFBFBD><EFBFBD>雿輻鍂Prisma<6D>𡁜<EFBFBD><F0A1819C>亥砭嚗<E7A0AD>僎銵䕘<E98AB5>
    const [
      total,
      includedCount,
@@ -367,13 +367,13 @@ export async function getProjectStatistics(
 }

 /**
- * 辅助函数：从AI判断中提取排除原因
+ * 颲<EFBFBD>𨭌<EFBFBD>賣㺭嚗帋<EFBFBD>AI<EFBFBD>斗鱏銝剜<EFBFBD><EFBFBD>𡝗<EFBFBD><EFBFBD>文<EFBFBD><EFBFBD>?
 */
 function extractAutoReason(result: any): string {
-  if (result.dsPJudgment === 'mismatch') return 'P不匹配（人群）';
-  if (result.dsIJudgment === 'mismatch') return 'I不匹配（干预）';
-  if (result.dsCJudgment === 'mismatch') return 'C不匹配（对照）';
-  if (result.dsSJudgment === 'mismatch') return 'S不匹配（研究设计）';
+  if (result.dsPJudgment === 'mismatch') return 'P銝滚龪<EFBFBD>㵪<EFBFBD>鈭箇黎嚗?;
+  if (result.dsIJudgment === 'mismatch') return 'I銝滚龪<EFBFBD>㵪<EFBFBD>撟脤<EFBFBD>嚗?;
+  if (result.dsCJudgment === 'mismatch') return 'C銝滚龪<EFBFBD>㵪<EFBFBD>撖寧<EFBFBD>嚗?;
+  if (result.dsSJudgment === 'mismatch') return 'S銝滚龪<EFBFBD>㵪<EFBFBD><EFBFBD>𠉛弦霈曇恣嚗?;
  return '<27>嗡<EFBFBD><E597A1>笔<EFBFBD>';
 }
 ```
@@ -382,7 +382,7 @@ function extractAutoReason(result: any): string {
 ```typescript
 // backend/src/modules/asl/routes/index.ts

-// 添加到路由注册
+// 瘛餃<EFBFBD><EFBFBD>啗楝<EFBFBD>望釣<EFBFBD>?
 fastify.get(
  '/projects/:projectId/statistics',
  screeningController.getProjectStatistics
@@ -391,9 +391,9 @@ fastify.get(

 ---

-## 💻 五、前端开发
+## <EFBFBD>凃 鈭𢛵<E988AD><F0A29BB5><EFBFBD>蝡臬<E89DA1><E887AC>?

-### 5.1 API客户端
+### 5.1 API摰Ｘ<EFBFBD>蝡?

 ```typescript
 // frontend-v2/src/modules/asl/api/index.ts
@@ -440,7 +440,7 @@ import { ScreeningResult } from '../types';
 /**
 * 撖澆枂蝑偦<E89D91>厩<EFBFBD><E58EA9>𨅯<EFBFBD>Excel嚗<6C><E59A97><EFBFBD>毺<EFBFBD>嚗𡁜<E59A97>蝡舐<E89DA1><E88890>琜<EFBFBD><E7909C>嗆<EFBFBD>隞嗉氜<E59789>矋<EFBFBD>
 * 
- * @param results 筛选结果数组
+ * @param results 蝑偦<EFBFBD>厩<EFBFBD><EFBFBD>𨀣㺭蝏?
 * @param options 撖澆枂<E6BE86>厰★
 */
 export function exportScreeningResults(
@@ -455,25 +455,25 @@ export function exportScreeningResults(
    '摨誩噡': idx + 1,
    '<27><>讃<EFBFBD><E8AE83><EFBFBD>': r.literature.title,
    '<27>䁅<EFBFBD>': r.literature.abstract || '',
-    '作者': r.literature.authors || '',
+    '雿𡏭<EFBFBD>?: r.literature.authors || '',
    '<EFBFBD>笔<EFBFBD>': r.literature.journal || '',
    '<EFBFBD>𤏸”撟港遢': r.literature.publicationYear || '',
    'PMID': r.literature.pmid || '',
    'DOI': r.literature.doi || '',
    'DeepSeek<EFBFBD>喟<EFBFBD>': r.dsConclusion || '',
-    'DeepSeek置信度': r.dsConfidence ? `${(r.dsConfidence * 100).toFixed(0)}%` : '',
+    'DeepSeek蝵桐縑摨?: r.dsConfidence ? `${(r.dsConfidence * 100).toFixed(0)}%` : '',
    'DeepSeek<65><6B>眏': r.dsReason || '',
    'Qwen<65>喟<EFBFBD>': r.qwenConclusion || '',
-    'Qwen置信度': r.qwenConfidence ? `${(r.qwenConfidence * 100).toFixed(0)}%` : '',
+    'Qwen蝵桐縑摨?: r.qwenConfidence ? `${(r.qwenConfidence * 100).toFixed(0)}%` : '',
    'Qwen<EFBFBD><EFBFBD>眏': r.qwenReason || '',
-    '是否冲突': r.conflictStatus === 'conflict' ? '是' : '否',
-    '最终决策': r.finalDecision || '待定',
+    '<EFBFBD>臬炏<EFBFBD>脩<EFBFBD>': r.conflictStatus === 'conflict' ? '<EFBFBD>? : '<EFBFBD>?,
+    '<EFBFBD><EFBFBD>蝏<EFBFBD><EFBFBD>蝑?: r.finalDecision || '敺<EFBFBD><EFBFBD>',
    '<27>㘾膄<E398BE>笔<EFBFBD>': r.exclusionReason || '',
-    '复核人': r.finalDecisionBy || '',
+    '憭齿瓲鈭?: r.finalDecisionBy || '',
    '憭齿瓲<EFBFBD>園𡢿': r.finalDecisionAt ? new Date(r.finalDecisionAt).toLocaleString('zh-CN') : '',
  }));

-  // 2. ⭐ 生成Excel（完全在内存中，零文件落盘）
+  // 2. 潃?<3F><><EFBFBD>Excel嚗<6C><E59A97><EFBFBD>典銁<E585B8><E98A81><EFBFBD>銝哨<E98A9D><E593A8>嗆<EFBFBD>隞嗉氜<E59789>矋<EFBFBD>
  const ws = XLSX.utils.json_to_sheet(exportData);
  
  // 霈曄蔭<E69B84>堒捐
@@ -481,33 +481,33 @@ export function exportScreeningResults(
    { wch: 6 },  // 摨誩噡
    { wch: 50 }, // <20><><EFBFBD>
    { wch: 60 }, // <20>䁅<EFBFBD>
-    { wch: 30 }, // 作者
+    { wch: 30 }, // 雿𡏭<E99BBF>?
    { wch: 30 }, // <20>笔<EFBFBD>
    { wch: 10 }, // 撟港遢
    { wch: 12 }, // PMID
    { wch: 25 }, // DOI
    { wch: 12 }, // DS<44>喟<EFBFBD>
-    { wch: 12 }, // DS置信度
+    { wch: 12 }, // DS蝵桐縑摨?
    { wch: 40 }, // DS<44><53>眏
    { wch: 12 }, // Qwen<65>喟<EFBFBD>
-    { wch: 12 }, // Qwen置信度
+    { wch: 12 }, // Qwen蝵桐縑摨?
    { wch: 40 }, // Qwen<65><6E>眏
    { wch: 10 }, // <20>脩<EFBFBD>
-    { wch: 12 }, // 最终决策
+    { wch: 12 }, // <20><>蝏<EFBFBD><E89D8F>蝑?
    { wch: 30 }, // <20>㘾膄<E398BE>笔<EFBFBD>
-    { wch: 15 }, // 复核人
+    { wch: 15 }, // 憭齿瓲鈭?
    { wch: 20 }, // 憭齿瓲<E9BDBF>園𡢿
  ];

  const wb = XLSX.utils.book_new();
-  XLSX.utils.book_append_sheet(wb, ws, '筛选结果');
+  XLSX.utils.book_append_sheet(wb, ws, '蝑偦<EFBFBD>厩<EFBFBD><EFBFBD>?);

-  // 3. 生成文件名
+  // 3. <EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>辣<EFBFBD>?
  const timestamp = new Date().toISOString().slice(0, 10);
  const filterSuffix = options.filter && options.filter !== 'all' ? `_${options.filter}` : '';
-  const filename = `${options.projectName || '筛选结果'}${filterSuffix}_${timestamp}.xlsx`;
+  const filename = `${options.projectName || '蝑偦<EFBFBD>厩<EFBFBD><EFBFBD>?}${filterSuffix}_${timestamp}.xlsx`;

-  // 4. ⭐ 触发浏览器下载（零文件落盘）
+  // 4. 潃?閫血<E996AB>瘚讛<E7989A><E8AE9B>其<EFBFBD>頧踝<E9A0A7><E8B89D>嗆<EFBFBD>隞嗉氜<E59789>矋<EFBFBD>
  XLSX.writeFile(wb, filename);
 }
 ```
@@ -541,7 +541,7 @@ const ScreeningResults = () => {
  const page = parseInt(searchParams.get('page') || '1', 10);
  const pageSize = 20;

-  // 1. ⭐ 获取统计数据（云原生：后端聚合）
+  // 1. 潃?<3F>瑕<EFBFBD>蝏蠘恣<E8A098>唳旿嚗<E697BF><E59A97><EFBFBD>毺<EFBFBD>嚗𡁜<E59A97>蝡航<E89DA1><E888AA><EFBFBD><EFBFBD>
  const { data: statsData, isLoading: statsLoading } = useQuery({
    queryKey: ['projectStatistics', projectId],
    queryFn: () => aslApi.getProjectStatistics(projectId!),
@@ -562,7 +562,7 @@ const ScreeningResults = () => {
    enabled: !!projectId,
  });

-  // 3. ⭐ 导出Excel（前端生成，云原生）
+  // 3. 潃?撖澆枂Excel嚗<6C><E59A97>蝡舐<E89DA1><E88890>琜<EFBFBD>鈭穃<E988AD><E7A983><EFBFBD><EFBFBD>
  const handleExport = async (filter: string = 'all') => {
    try {
      message.loading('甇<>銁<EFBFBD><E98A81><EFBFBD>Excel...', 0);
@@ -579,7 +579,7 @@ const ScreeningResults = () => {
        return;
      }

-      // ⭐ 前端生成Excel（零文件落盘）
+      // 潃?<3F>滨垢<E6BBA8><E59EA2><EFBFBD>Excel嚗<6C>妟<EFBFBD><E5A69F>辣<EFBFBD>賜<EFBFBD>嚗?
      exportScreeningResults(data.items, {
        filter,
        projectName: `憿寧𤌍${projectId!.slice(0, 8)}`,
@@ -593,7 +593,7 @@ const ScreeningResults = () => {
    }
  };

-  // 4. 批量导出选中项
+  // 4. <EFBFBD>寥<EFBFBD>撖澆枂<EFBFBD>劐葉憿?
  const handleExportSelected = () => {
    if (selectedRowKeys.length === 0) {
      message.warning('霂瑕<E99C82><E79195>㗇𥋘閬<F0A58B98>紡<EFBFBD>箇<EFBFBD>霈啣<E99C88>');
@@ -611,8 +611,8 @@ const ScreeningResults = () => {
    message.success(`<EFBFBD>𣂼<EFBFBD>撖澆枂 ${selectedResults.length} <EFBFBD>∟扇敶𧄧);
  };

-  // 表格列定义、Tab配置等...
-  // （完整代码见实际实现）
+  // 銵冽聢<EFBFBD>堒<EFBFBD>銋剹<EFBFBD><EFBFBD>ab<EFBFBD>滨蔭蝑?..
+  // 嚗<EFBFBD><EFBFBD><EFBFBD>港誨<EFBFBD><EFBFBD><EFBFBD>摰鮋<EFBFBD>摰䂿緵嚗?
 };

 export default ScreeningResults;
@@ -620,177 +620,177 @@ export default ScreeningResults;

 ---

-## 📅 六、开发任务分解
+## <EFBFBD><EFBFBD> <20>准<EFBFBD><E58786><EFBFBD><EFBFBD>睲遙<E79DB2>∪<EFBFBD>閫?

-### Phase 1：后端统计API（Day 16上午）⏱️ 2小时
+### Phase 1嚗𡁜<EFBFBD>蝡舐<EFBFBD>霈，PI嚗㇄ay 16銝𠰴<E98A9D>嚗争𪃸儭?2撠𤩺𧒄

-**任务**：
-1. 在 `screeningController.ts` 中实现 `getProjectStatistics`
+**隞餃𦛚**嚗?
+1. <EFBFBD>?`screeningController.ts` 銝剖<EFBFBD><EFBFBD>?`getProjectStatistics`
 2. 雿輻鍂Prisma<6D>𡁜<EFBFBD><F0A1819C>亥砭嚗<E7A0AD>僎銵峕䰻霂Ｖ<E99C82><EFBCB6>吔<EFBFBD>
 3. 摰䂿緵<E482BF>㘾膄<E398BE>笔<EFBFBD><E7AC94>𣂼<EFBFBD><F0A382BC>餉<EFBFBD> `extractAutoReason`
-4. 在 `routes/index.ts` 中注册路由
+4. <EFBFBD>?`routes/index.ts` 銝剜釣<EFBFBD>諹楝<EFBFBD>?
 5. Postman瘚贝<E7989A>API

-**验收标准**：
- ✅ API返回正确统计数据
- ✅ 性能良好（<500ms）
- ✅ 符合云原生原则（后端聚合）
+**撉峕𤣰<EFBFBD><EFBFBD><EFBFBD>**嚗?
+- <EFBFBD>?API餈𥪜<EFBFBD>甇<EFBFBD>＆蝏蠘恣<EFBFBD>唳旿
+- <EFBFBD>?<3F>扯<EFBFBD><E689AF>臬末嚗?500ms嚗?
+- <EFBFBD>?蝚血<E89D9A>鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>辷<EFBFBD><E8BEB7>𡒊垢<F0A1928A>𡁜<EFBFBD>嚗?

-**文件清单**：
+**<EFBFBD><EFBFBD>辣皜<EFBFBD><EFBFBD>**嚗?
 - `backend/src/modules/asl/controllers/screeningController.ts`
 - `backend/src/modules/asl/routes/index.ts`

 ---

-### Phase 2：前端API客户端（Day 16上午）⏱️ 30分钟
+### Phase 2嚗𡁜<EFBFBD>蝡涉PI摰Ｘ<EFBFBD>蝡荔<EFBFBD>Day 16銝𠰴<E98A9D>嚗争𪃸儭?30<33><30><EFBFBD>

-**任务**：
-1. 在 `api/index.ts` 中添加 `getProjectStatistics`
-2. 在 `types/index.ts` 中添加 `ProjectStatistics` 类型
+**隞餃𦛚**嚗?
+1. <EFBFBD>?`api/index.ts` 銝剜溶<EFBFBD>?`getProjectStatistics`
+2. <EFBFBD>?`types/index.ts` 銝剜溶<EFBFBD>?`ProjectStatistics` 蝐餃<EFBFBD>

-**验收标准**：
- ✅ API调用正常
- ✅ TypeScript类型正确
+**撉峕𤣰<EFBFBD><EFBFBD><EFBFBD>**嚗?
+- <EFBFBD>?API靚<EFBFBD>鍂甇<EFBFBD>虜
+- <EFBFBD>?TypeScript蝐餃<EFBFBD>甇<EFBFBD>＆

-**文件清单**：
+**<EFBFBD><EFBFBD>辣皜<EFBFBD><EFBFBD>**嚗?
 - `frontend-v2/src/modules/asl/api/index.ts`
 - `frontend-v2/src/modules/asl/types/index.ts`

 ---

-### Phase 3：统计概览卡片（Day 16上午）⏱️ 1.5小时
+### Phase 3嚗𡁶<EFBFBD>霈⊥<EFBFBD>閫<EFBFBD>㨃<EFBFBD><EFBFBD><EFBFBD>Day 16銝𠰴<E98A9D>嚗争𪃸儭?1.5撠𤩺𧒄

-**任务**：
-1. 实现统计卡片组件（4个卡片）
-2. 实现"待复核"提示Alert
-3. 实现PRISMA排除统计（柱状图）
+**隞餃𦛚**嚗?
+1. 摰䂿緵蝏蠘恣<EFBFBD>∠<EFBFBD>蝏<EFBFBD>辣嚗?銝芸㨃<E88AB8><E3A883><EFBFBD>
+2. 摰䂿緵"敺<><E695BA><EFBFBD>?<3F>鞟內Alert
+3. 摰䂿緵PRISMA<EFBFBD>㘾膄蝏蠘恣嚗<EFBFBD><EFBFBD><EFBFBD>嗅㦛嚗?

-**验收标准**：
- ✅ 统计数据正确显示
- ✅ 排除原因柱状图清晰
- ✅ "待复核"提示醒目
+**撉峕𤣰<EFBFBD><EFBFBD><EFBFBD>**嚗?
+- <EFBFBD>?蝏蠘恣<E8A098>唳旿甇<E697BF>＆<EFBFBD>曄內
+- <EFBFBD>?<3F>㘾膄<E398BE>笔<EFBFBD><E7AC94>梁𠶖<E6A281>暹<EFBFBD><E69AB9>?
+- <EFBFBD>?"敺<><E695BA><EFBFBD>?<3F>鞟內<E99E9F>垍𤌍

-**文件清单**：
+**<EFBFBD><EFBFBD>辣皜<EFBFBD><EFBFBD>**嚗?
 - `frontend-v2/src/modules/asl/pages/ScreeningResults.tsx`

 ---

-### Phase 4：结果列表Tab（Day 16下午）⏱️ 3小时
+### Phase 4嚗𡁶<EFBFBD><EFBFBD>𨅯<EFBFBD>銵汽ab嚗㇄ay 16銝见<E98A9D>嚗争𪃸儭?3撠𤩺𧒄

-**任务**：
-1. 实现Tab切换（全部/已纳入/已排除/待复核）
+**隞餃𦛚**嚗?
+1. 摰䂿緵Tab<EFBFBD><EFBFBD>揢嚗<EFBFBD><EFBFBD><EFBFBD>?撌脩熙<E884A9>?撌脫<E6928C><E884AB>?敺<><E695BA><EFBFBD>賂<EFBFBD>
 2. <20>𥕦遣<F0A595A6>閗<EFBFBD>銵冽聢嚗<E881A2>躹<EFBFBD>思<EFBFBD>摰⊥瓲撌乩<E6928C><E4B9A9>堆<EFBFBD>
-3. 实现Checkbox多选
-4. 实现详情查看Modal（复用审核工作台的Drawer）
+3. 摰䂿緵Checkbox憭𡁻<EFBFBD>?
+4. 摰䂿緵霂行<EFBFBD><EFBFBD>亦<EFBFBD>Modal嚗<EFBFBD><EFBFBD><EFBFBD>典恣<EFBFBD>詨極雿𨅯蝱<EFBFBD><EFBFBD>rawer嚗?

-**验收标准**：
- ✅ Tab切换正常
- ✅ 表格数据正确
- ✅ 可多选行
- ✅ 可查看详情
+**撉峕𤣰<EFBFBD><EFBFBD><EFBFBD>**嚗?
+- <EFBFBD>?Tab<EFBFBD><EFBFBD>揢甇<EFBFBD>虜
+- <EFBFBD>?銵冽聢<E586BD>唳旿甇<E697BF>＆
+- <EFBFBD>?<3F>臬<EFBFBD><E887AC>㕑<EFBFBD>
+- <EFBFBD>?<3F>舀䰻<E88880>贝祕<E8B49D>?

-**文件清单**：
+**<EFBFBD><EFBFBD>辣皜<EFBFBD><EFBFBD>**嚗?
 - `frontend-v2/src/modules/asl/pages/ScreeningResults.tsx`

 ---

-### Phase 5：Excel导出（Day 17上午）⏱️ 2小时
+### Phase 5嚗鍃xcel撖澆枂嚗㇄ay 17銝𠰴<E98A9D>嚗争𪃸儭?2撠𤩺𧒄

-**任务**：
+**隞餃𦛚**嚗?
 1. <20>𥕦遣 `excelExport.ts` 撌亙<E6928C><E4BA99><EFBFBD>辣
-2. 实现前端导出逻辑（使用 `xlsx`）
-3. 添加导出按钮（导出全部/导出当前页/导出选中项）
-4. 支持过滤导出（全部/仅纳入/仅排除）
+2. 摰䂿緵<EFBFBD>滨垢撖澆枂<EFBFBD>餉<EFBFBD>嚗<EFBFBD>蝙<EFBFBD>?`xlsx`嚗?
+3. 瘛餃<EFBFBD>撖澆枂<EFBFBD>厰僼嚗<EFBFBD>紡<EFBFBD>箏<EFBFBD><EFBFBD>?撖澆枂敶枏<E695B6>憿?撖澆枂<E6BE86>劐葉憿對<E686BF>
+4. <EFBFBD>舀<EFBFBD>餈<EFBFBD>誘撖澆枂嚗<EFBFBD><EFBFBD><EFBFBD>?隞<>熙<EFBFBD>?隞<><E99A9E><EFBFBD>歹<EFBFBD>

-**验收标准**：
- ✅ 可导出Excel
- ✅ 数据完整
- ✅ 零文件落盘（云原生）
- ✅ 生成速度<3秒（<1000条）
+**撉峕𤣰<EFBFBD><EFBFBD><EFBFBD>**嚗?
+- <EFBFBD>?<3F>臬紡<E887AC>慟xcel
+- <EFBFBD>?<3F>唳旿摰峕㟲
+- <EFBFBD>?<3F>嗆<EFBFBD>隞嗉氜<E59789>矋<EFBFBD>鈭穃<E988AD><E7A983><EFBFBD><EFBFBD>
+- <EFBFBD>?<3F><><EFBFBD><EFBFBD>笔漲<3蝘𡜐<E89D98><1000<EFBFBD>∴<EFBFBD>

-**文件清单**：
+**<EFBFBD><EFBFBD>辣皜<EFBFBD><EFBFBD>**嚗?
 - `frontend-v2/src/modules/asl/utils/excelExport.ts`
 - `frontend-v2/src/modules/asl/pages/ScreeningResults.tsx`

 ---

-### Phase 6：集成测试与优化（Day 17下午-Day 18）⏱️ 4小时
+### Phase 6嚗𡁻<EFBFBD><EFBFBD>鞉<EFBFBD>霂蓥<EFBFBD>隡睃<EFBFBD>嚗㇄ay 17銝见<EFBFBD>-Day 18嚗争𪃸儭?4撠𤩺𧒄

-**任务**：
-1. 完整流程测试（上传→筛选→复核→查看结果→导出）
+**隞餃𦛚**嚗?
+1. 摰峕㟲瘚<EFBFBD><EFBFBD>瘚贝<EFBFBD>嚗<EFBFBD><EFBFBD>隡罱<EFBFBD>蝑偦<EFBFBD>争<EFBFBD>憭齿瓲<EFBFBD>埝䰻<EFBFBD>讠<EFBFBD><EFBFBD>鎿<EFBFBD>撖澆枂嚗?
 2. 撘<>虜<EFBFBD>箸艶瘚贝<E7989A>嚗<EFBFBD><E59A97><EFBFBD>唳旿<E594B3><E697BF><EFBFBD>蝏𣈯<E89D8F>霂荔<E99C82>
 3. UI/UX隡睃<E99AA1>嚗<EFBFBD><E59A97>頧賜𠶖<E8B39C><F0A0B696><EFBFBD><EFBFBD><EFBFBD>霂舀<E99C82>蝷綽<E89DB7>
-4. 性能测试（统计API、Excel导出）
-5. 云原生规范检查
+4. <EFBFBD>扯<EFBFBD>瘚贝<EFBFBD>嚗<EFBFBD><EFBFBD>霈，PI<EFBFBD><EFBFBD>xcel撖澆枂嚗?
+5. 鈭穃<EFBFBD><EFBFBD>蠘<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?

-**验收标准**：
- ✅ 流程完整无阻塞
- ✅ 异常处理完善
- ✅ 性能达标
- ✅ 符合云原生规范
+**撉峕𤣰<EFBFBD><EFBFBD><EFBFBD>**嚗?
+- <EFBFBD>?瘚<><E7989A>摰峕㟲<E5B395>𣳇獈憛?
+- <EFBFBD>?撘<>虜憭<E8999C><E686AD>摰<EFBFBD><E691B0>
+- <EFBFBD>?<3F>扯<EFBFBD>颲暹<E9A2B2>
+- <EFBFBD>?蝚血<E89D9A>鈭穃<E988AD><E7A983>蠘<EFBFBD><E8A098>?

 ---

-## ✅ 七、验收标准
+## <EFBFBD>?銝<><E98A9D><EFBFBD><EFBFBD><EFBFBD>嗆<EFBFBD><E59786>?

 ### 7.1 <20>蠘<EFBFBD>撉峕𤣰

- [✅] 统计概览卡片正确显示（总数、纳入、排除、待复核）
- [✅] 排除原因统计准确（柱状图）
- [✅] 待复核提示醒目
- [✅] Tab切换正常（全部/已纳入/已排除/待复核）
+- [<EFBFBD><EFBFBD> 蝏蠘恣璁<E681A3><E79281><EFBFBD>∠<EFBFBD>甇<EFBFBD>＆<EFBFBD>曄內嚗<E585A7><E59A97>餅㺭<E9A485><E3BAAD>熙<EFBFBD>乓<EFBFBD><E4B993><EFBFBD><EFBFBD>扎<EFBFBD><E6898E><EFBFBD>憭齿瓲嚗?
+- [<EFBFBD><EFBFBD> <20>㘾膄<E398BE>笔<EFBFBD>蝏蠘恣<E8A098><E681A3>＆嚗<EFBC86><E59A97><EFBFBD>嗅㦛嚗?
+- [<EFBFBD><EFBFBD> 敺<><E695BA><EFBFBD>豢<EFBFBD>蝷粹<E89DB7><E7B2B9>?
+- [<EFBFBD><EFBFBD> Tab<EFBFBD><EFBFBD>揢甇<EFBFBD>虜嚗<EFBFBD><EFBFBD><EFBFBD>?撌脩熙<E884A9>?撌脫<E6928C><E884AB>?敺<><E695BA><EFBFBD>賂<EFBFBD>
 - [<5B><> 銵冽聢<E586BD>唳旿甇<E697BF>＆嚗<EFBC86><E59A97>銵諹”<E8ABB9>潘<EFBFBD>
- [✅] Checkbox多选正常
- [✅] 可查看详情
- [✅] 可导出Excel（全部/选中）
+- [<EFBFBD><EFBFBD> Checkbox憭𡁻<EFBFBD>㗇迤撣?
+- [<EFBFBD><EFBFBD> <20>舀䰻<E88880>贝祕<E8B49D>?
+- [<EFBFBD><EFBFBD> <20>臬紡<E887AC>慟xcel嚗<6C><E59A97><EFBFBD>?<3F>劐葉嚗?
 - [<5B><> Excel<65>唳旿摰峕㟲

 ### 7.2 <20>扯<EFBFBD>撉峕𤣰

 - [<5B><> 蝏蠘恣API<50>滚<EFBFBD><E6BB9A>園𡢿 <500ms
- [✅] Excel导出（<1000条）<3秒
+- [<EFBFBD><EFBFBD> Excel撖澆枂嚗?1000<30>∴<EFBFBD><3蝘?
 - [<5B><> 銵冽聢<E586BD><E881A2>△<EFBFBD>㰘蝸甇<E89DB8>虜

-### 7.3 云原生验收
+### 7.3 鈭穃<EFBFBD><EFBFBD>罸<EFBFBD><EFBFBD>?

-基于[云原生开发规范检查清单](../../../04-开发规范/08-云原生开发规范.md)：
+<EFBFBD>箔<EFBFBD>[鈭穃<EFBFBD><EFBFBD>笔<EFBFBD><EFBFBD>𤏸<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>交<EFBFBD><EFBFBD>騟(../../../04-撘<><E69298>𤏸<EFBFBD><F0A48FB8>?08-鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>𤏸<EFBFBD><F0A48FB8>?md)嚗?

-**后端API**：
- [✅] 使用全局 `prisma` 实例（不new PrismaClient）
+**<EFBFBD>𡒊垢API**嚗?
+- [<5B><> 雿輻鍂<E8BCBB>典<EFBFBD> `prisma` 摰硺<E691B0>嚗<EFBFBD><E59A97>new PrismaClient嚗?
 - [<5B><> 蝏蠘恣雿輻鍂Prisma<6D>𡁜<EFBFBD><F0A1819C>亥砭嚗<E7A0AD><E59A97><EFBFBD>亙<EFBFBD><E4BA99>𤩺㺭<F0A4A9BA>殷<EFBFBD>
- [✅] 无本地文件存储（无fs.writeFile）
- [✅] 使用 `logger` 记录日志（不用console.log）
+- [<5B><> <20>䭾𧋦<E4ADBE>唳<EFBFBD>隞嗅<E99A9E><E59785>剁<EFBFBD><E58981>霡s.writeFile嚗?
+- [<5B><> 雿輻鍂 `logger` 霈啣<E99C88><E595A3>亙<EFBFBD>嚗<EFBFBD><E59A97><EFBFBD>牢onsole.log嚗?
 - [<5B><> 蝏煺<E89D8F><E785BA>躰秤憭<E7A7A4><E686AD>

-**前端实现**：
- [✅] Excel前端生成（零文件落盘）
- [✅] 使用 `xlsx` 库（成熟稳定）
- [✅] 友好的用户提示
+**<EFBFBD>滨垢摰䂿緵**嚗?
+- [<5B><> Excel<65>滨垢<E6BBA8><E59EA2><EFBFBD>嚗<EFBFBD>妟<EFBFBD><E5A69F>辣<EFBFBD>賜<EFBFBD>嚗?
+- [<5B><> 雿輻鍂 `xlsx` 摨橒<E691A8><E6A992>鞟<EFBFBD>蝔喳<E89D94>嚗?
+- [<5B><> <20>见末<E8A781><E69CAB>鍂<EFBFBD>瑟<EFBFBD>蝷?

 ---

-## 📊 八、时间估算
+## <EFBFBD><EFBFBD> <20>怒<EFBFBD><E68092>𧒄<EFBFBD>港摯蝞?

-| 阶段 | 任务 | 预计耗时 | 负责人 |
+| <EFBFBD>嗆挾 | 隞餃𦛚 | 憸<>恣<EFBFBD>埈𧒄 | 韐蠘提鈭?|
 |------|------|---------|--------|
-| Phase 1 | 后端统计API | 2小时 | 后端开发 |
-| Phase 2 | 前端API客户端 | 0.5小时 | 前端开发 |
-| Phase 3 | 统计概览 | 1.5小时 | 前端开发 |
-| Phase 4 | 结果列表Tab | 3小时 | 前端开发 |
-| Phase 5 | Excel导出 | 2小时 | 前端开发 |
-| Phase 6 | 集成测试 | 4小时 | 全栈开发 |
-| **总计** | | **13小时** | **约2天** |
+| Phase 1 | <EFBFBD>𡒊垢蝏蠘恣API | 2撠𤩺𧒄 | <20>𡒊垢撘<E59EA2><E69298>?|
+| Phase 2 | <EFBFBD>滨垢API摰Ｘ<EFBFBD>蝡?| 0.5撠𤩺𧒄 | <20>滨垢撘<E59EA2><E69298>?|
+| Phase 3 | 蝏蠘恣璁<EFBFBD><EFBFBD> | 1.5撠𤩺𧒄 | <20>滨垢撘<E59EA2><E69298>?|
+| Phase 4 | 蝏𤘪<EFBFBD><EFBFBD>𡑒”Tab | 3撠𤩺𧒄 | <20>滨垢撘<E59EA2><E69298>?|
+| Phase 5 | Excel撖澆枂 | 2撠𤩺𧒄 | <20>滨垢撘<E59EA2><E69298>?|
+| Phase 6 | <EFBFBD><EFBFBD><EFBFBD>瘚贝<EFBFBD> | 4撠𤩺𧒄 | <20>冽<EFBFBD>撘<EFBFBD><E69298>?|
+| **<EFBFBD>餉恣** | | **13撠𤩺𧒄** | **蝥?憭?* |

 ---

-## 🔗 九、相关文档
+## <EFBFBD><EFBFBD> 銋腈<E98A8B><E88588>㮾<EFBFBD>單<EFBFBD>獢?

- [云原生开发规范](../../../04-开发规范/08-云原生开发规范.md) - 必读
+- [鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>𤏸<EFBFBD><F0A48FB8><EFBFBD>(../../../04-撘<><E69298>𤏸<EFBFBD><F0A48FB8>?08-鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>𤏸<EFBFBD><F0A48FB8>?md) - 敹<EFBFBD>粉
 - [隞餃𦛚<E9A483><F0A69B9A>圾](./03-隞餃𦛚<E9A483><F0A69B9A>圾.md) - Week 4隞餃𦛚皜<F0A69B9A><E79A9C>
- [模块当前状态](../00-模块当前状态与开发指南.md) - 模块真实状态
+- [璅∪<EFBFBD>敶枏<EFBFBD><EFBFBD>嗆<EFBFBD><EFBFBD>(../00-璅∪<E79285>敶枏<E695B6><E69E8F>嗆<EFBFBD><E59786><EFBFBD>撘<EFBFBD><E69298>烐<EFBFBD><E78390>?md) - 璅∪<EFBFBD><EFBFBD>笔<EFBFBD><EFBFBD>嗆<EFBFBD>?
 - [<EFBFBD><EFBFBD><EFBFBD>臬<EFBFBD>箏𦛚皜<EFBFBD><EFBFBD>](../06-<2D><><EFBFBD>臬<EFBFBD>箏𦛚/<2F><><EFBFBD>臬<EFBFBD>箏𦛚皜<F0A69B9A><E79A9C>.md) - Excel<65>𡒊垢撖澆枂<E6BE86>寞<EFBFBD>
- [数据库设计](../02-技术设计/01-数据库设计.md) - 数据表结构
- [API设计规范](../02-技术设计/02-API设计规范.md) - API规范
+- [<EFBFBD>唳旿摨栞挽霈（(../02-<2D><><EFBFBD>航挽霈?01-<2D>唳旿摨栞挽霈?md) - <EFBFBD>唳旿銵函<EFBFBD><EFBFBD>?
+- [API霈曇恣閫<EFBFBD><EFBFBD>](../02-<EFBFBD><EFBFBD><EFBFBD>航挽霈?02-API霈曇恣閫<E681A3><E996AB>.md) - API閫<EFBFBD><EFBFBD>

 ---

@@ -798,45 +798,45 @@ export default ScreeningResults;

 ### <20>箏𦛚1嚗鍃xcel<65>𡒊垢撖澆枂隡睃<E99AA1>

-**触发条件**：
- 单次导出数据量 >5000条
- 需要复杂Excel格式（多Sheet、图表等）
+**閫血<EFBFBD><EFBFBD>∩辣**嚗?
+- <EFBFBD>閙活撖澆枂<EFBFBD>唳旿<EFBFBD>?>5000<EFBFBD>?
+- <EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD><EFBFBD><EFBFBD>xcel<EFBFBD>澆<EFBFBD>嚗<EFBFBD><EFBFBD>Sheet<EFBFBD><EFBFBD>㦛銵函<EFBFBD>嚗?
 - <20>冽<EFBFBD><E586BD>漤<EFBFBD><E6BCA4>滨垢撖澆枂<E6BE86>⊿▼

-**解决方案**：
- 后端生成Excel（使用 `ExcelJS`）
- 上传到OSS（使用 `storage.upload()`）
+**閫<EFBFBD><EFBFBD><EFBFBD>寞<EFBFBD>**嚗?
+- <EFBFBD>𡒊垢<EFBFBD><EFBFBD><EFBFBD>Excel嚗<EFBFBD>蝙<EFBFBD>?`ExcelJS`嚗?
+- 銝𠹺<EFBFBD><EFBFBD>記SS嚗<EFBFBD>蝙<EFBFBD>?`storage.upload()`嚗?
 - 餈𥪜<E9A488>銝贝蝸URL

-**记录位置**：[技术债务清单 - 优先级4](../06-技术债务/技术债务清单.md)
+**霈啣<EFBFBD>雿滨蔭**嚗靀<E59A97><E99D80><EFBFBD>臬<EFBFBD>箏𦛚皜<F0A69B9A><E79A9C> - 隡睃<E99AA1>蝥?](../06-<EFBFBD><EFBFBD><EFBFBD>臬<EFBFBD>箏𦛚/<2F><><EFBFBD>臬<EFBFBD>箏𦛚皜<F0A69B9A><E79A9C>.md)

-**预计耗时**：1-2天
+**憸<EFBFBD>恣<EFBFBD>埈𧒄**嚗?-2憭?

 ---

-## 💡 十一、开发建议
+## <EFBFBD>働 <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>穃遣霈?

-### 对开发人员
+### 撖孵<EFBFBD><EFBFBD>睲犖<EFBFBD>?

-1. **先阅读云原生规范**：[云原生开发规范](../../../04-开发规范/08-云原生开发规范.md)
+1. **<EFBFBD><EFBFBD><EFBFBD>霂颱<EFBFBD><EFBFBD>毺<EFBFBD>閫<EFBFBD><EFBFBD>**嚗靀鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>𤏸<EFBFBD><F0A48FB8><EFBFBD>(../../../04-撘<><E69298>𤏸<EFBFBD><F0A48FB8>?08-鈭穃<E988AD><E7A983>笔<EFBFBD><E7AC94>𤏸<EFBFBD><F0A48FB8>?md)
 2. **憭滨鍂撟喳蝱<E596B3>賢<EFBFBD>**嚗帋蝙<E5B88B>典<EFBFBD>撅<EFBFBD>`prisma`<EFBFBD><EFBFBD>logger`
 3. **<EFBFBD>踹<EFBFBD><EFBFBD><EFBFBD>辣<EFBFBD>賜<EFBFBD>**嚗鍃xcel<65>滨垢<E6BBA8><E59EA2><EFBFBD>
-4. **后端聚合计算**：统计数据后端完成
+4. **<EFBFBD>𡒊垢<EFBFBD>𡁜<EFBFBD>霈∠<EFBFBD>**嚗𡁶<E59A97>霈⊥㺭<E28AA5>桀<EFBFBD>蝡臬<E89DA1><E887AC>?
 5. **<EFBFBD>扯<EFBFBD>隡睃<EFBFBD>**嚗䥪risma<6D>𡁜<EFBFBD><F0A1819C>亥砭雿輻鍂撟嗉<E6929F>

 ### 撖農I<E8BEB2>拇<EFBFBD>

-1. **优先云原生**：所有设计优先考虑云原生架构
-2. **参考现有代码**：复用审核工作台的组件
-3. **注意区别**：初筛结果是单行表格，审核工作台是双行表格
-4. **测试充分**：完整流程测试
+1. **隡睃<EFBFBD>鈭穃<EFBFBD><EFBFBD>?*嚗𡁏<E59A97><F0A1818F>㕑挽霈∩<E99C88><E288A9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>鈭穃<E988AD><E7A983><EFBFBD>沲<EFBFBD>?
+2. **<EFBFBD><EFBFBD><EFBFBD><EFBFBD>緵<EFBFBD>劐誨<EFBFBD>?*嚗𡁜<E59A97><F0A1819C>典恣<E585B8>詨極雿𨅯蝱<F0A885AF><E89DB1><EFBFBD>隞?
+3. **瘜冽<EFBFBD><EFBFBD>箏<EFBFBD>**嚗𡁜<E59A97>蝑𤤿<E89D91><F0A4A4BF>𨀣糓<F0A880A3>閗<EFBFBD>銵冽聢嚗<E881A2>恣<EFBFBD>詨極雿𨅯蝱<F0A885AF>臬<EFBFBD>銵諹”<E8ABB9>?
+4. **瘚贝<EFBFBD><EFBFBD><EFBFBD><EFBFBD>**嚗𡁜<E59A97><F0A1819C>湔<EFBFBD>蝔𧢲<E89D94>霂?

 ---

-**文档维护者**：AI智能文献开发团队  
-**最后更新**：2025-11-21  
-**文档状态**：✅ 已确认，可开始开发  
-**开始时间**：待定
+**<EFBFBD><EFBFBD>﹝蝏湔擪<EFBFBD>?*嚗鋫I<E98BAB>箄<EFBFBD><E7AE84><EFBFBD>讃撘<E8AE83><E69298>穃𣪧<E7A983>? 
+**<EFBFBD><EFBFBD><EFBFBD>擧凒<EFBFBD>?*嚗?025-11-21  
+**<EFBFBD><EFBFBD>﹝<EFBFBD>嗆<EFBFBD>?*嚗尠<E59A97> 撌脩＆霈歹<E99C88><E6ADB9>臬<EFBFBD>憪见<E686AA><E8A781>? 
+**撘<EFBFBD>憪𧢲𧒄<EFBFBD>?*嚗𡁜<E59A97>摰?



--- a/docs/03-业务模块/ASL-AI智能文献/04-开发计划/04-全文复筛开发计划.md
+++ b/docs/03-业务模块/ASL-AI智能文献/04-开发计划/04-全文复筛开发计划.md
--- a/docs/03-业务模块/ASL-AI智能文献/04-开发计划/05-全文复筛前端开发计划.md
+++ b/docs/03-业务模块/ASL-AI智能文献/04-开发计划/05-全文复筛前端开发计划.md
--- a/docs/03-业务模块/ASL-AI智能文献/04-开发计划/全文复筛开发计划-更新说明.md
+++ b/docs/03-业务模块/ASL-AI智能文献/04-开发计划/全文复筛开发计划-更新说明.md
@@ -1,27 +1,27 @@
-# 全文复筛开发计划 - 更新说明
+# <EFBFBD>冽<EFBFBD>憭滨<EFBFBD>撘<EFBFBD><EFBFBD>𤏸恣<EFBFBD>?- <20>湔鰵霂湔<E99C82>

-> **更新日期**：2025-11-22  
+> **<EFBFBD>湔鰵<EFBFBD>交<EFBFBD>**嚗?025-11-22  
 > **<2A><>𧋦**嚗间1.1  
-> **更新原因**：基于质量保障策略讨论，优化技术方案
+> **<EFBFBD>湔鰵<EFBFBD>笔<EFBFBD>**嚗𡁜抅鈭舘捶<E88898>譍<EFBFBD><E8AD8D>𦦵<EFBFBD><F0A6A6B5>亥悄霈綽<E99C88>隡睃<E99AA1><E79D83><EFBFBD><EFBFBD>舀䲮獢?

 ---

 ## <20><> <20>詨<EFBFBD><E8A9A8>䀹凒<E480B9>餌<EFBFBD>

-### 1️⃣ **提取策略：全文一次性 + Prompt工程优化**
+### 1儭謿<EFBFBD> **<2A>𣂼<EFBFBD>蝑𣇉裦嚗𡁜<E59A97><F0A1819C><EFBFBD><EFBFBD>甈⊥<E79488>?+ Prompt撌亦<EFBFBD>隡睃<EFBFBD>**

 **<EFBFBD>喟<EFBFBD>**嚗𡁻<E59A97><F0A181BB>典<EFBFBD><E585B8><EFBFBD><EFBFBD>甈⊥<E79488>扯<EFBFBD><E689AF>亦<EFBFBD><E4BAA6>伐<EFBFBD><E4BC90>屸<EFBFBD><E5B1B8><EFBFBD>挾<EFBFBD>𣂼<EFBFBD>

-**理由**：
- ✅ 实现复杂度低（2周 vs 3周）
- ✅ 快速验证可行性
- ✅ Nougat结构化已降低大模型负担
- ✅ 先进的Prompt工程可以减轻Lost in the Middle
+**<EFBFBD><EFBFBD>眏**嚗?
+- <EFBFBD>?摰䂿緵憭齿<E686AD>摨虫<E691A8>嚗?<3F>?vs 3<EFBFBD>剁<EFBFBD>
+- <EFBFBD>?敹恍<E695B9>罸<EFBFBD>霂<EFBFBD>虾銵峕<E98AB5>?
+- <EFBFBD>?Nougat蝏𤘪<EFBFBD><EFBFBD>硋歇<EFBFBD>滢<EFBFBD>憭扳芋<EFBFBD>贝<EFBFBD><EFBFBD>?
+- <EFBFBD>?<3F><><EFBFBD><EFBFBD><EFBFBD>rompt撌亦<E6928C><E4BAA6>臭誑<E887AD>讛蝠Lost in the Middle

-**核心优化**：
-1. **Nougat优先**：英文论文用Nougat提取（结构化Markdown）
-2. **Section-Aware Prompting**：引导LLM逐章节处理
-3. **Few-shot案例库**：特别强调"信息在中间位置"的案例
+**<EFBFBD>詨<EFBFBD>隡睃<EFBFBD>**嚗?
+1. **Nougat隡睃<EFBFBD>**嚗朞㘚<E69C9E><E3989A>捏<EFBFBD><E68D8F>鍂Nougat<61>𣂼<EFBFBD>嚗<EFBFBD><E59A97><EFBFBD><EFBFBD><EFBFBD>Markdown嚗?
+2. **Section-Aware Prompting**嚗𡁜<E59A97>撖嘴LM<4C>鞟<EFBFBD><E99E9F><EFBFBD><EFBFBD><EFBFBD>?
+3. **Few-shot獢<EFBFBD><EFBFBD>摨?*嚗𡁶鸌<F0A181B6>怠撩靚?靽⊥<E99DBD><E28AA5>其葉<E585B6>港<EFBFBD>蝵?<3F><><EFBFBD>靘?
 4. **JSON Schema蝥行<E89DA5>**嚗𡁜撩<F0A1819C>嗉<EFBFBD><E59789>桅曎 + 憭<><E686AD><EFBFBD>亙<EFBFBD> + <20>芣<EFBFBD>撉諹<E69289>

 ---
@@ -30,104 +30,104 @@

 **<EFBFBD>䀹凒**嚗帋<E59A97> GPT-4o + Claude-4.5 <20>嫣蛹 DeepSeek-V3 + Qwen3-Max

-**理由**：
- ✅ 成本友好：¥0.06/篇 vs ¥0.10/篇（节省40%）
- ✅ 通用能力层已支持
- ✅ 中文文献友好
- ✅ MVP阶段优先验证可行性，而非追求极致准确率
+**<EFBFBD><EFBFBD>眏**嚗?
+- <EFBFBD>?<3F>鞉𧋦<E99E89>见末嚗块?.06/蝭?vs 瞼0.10/蝭<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>40%嚗?
+- <EFBFBD>?<3F>𡁶鍂<F0A181B6>賢<EFBFBD>撅<EFBFBD>歇<EFBFBD>舀<EFBFBD>
+- <EFBFBD>?銝剜<E98A9D><E5899C><EFBFBD>讃<EFBFBD>见末
+- <EFBFBD>?MVP<EFBFBD>嗆挾隡睃<EFBFBD>撉諹<EFBFBD><EFBFBD>航<EFBFBD><EFBFBD>改<EFBFBD><EFBFBD>屸<EFBFBD>餈賣<EFBFBD><EFBFBD><EFBFBD>稲<EFBFBD><EFBFBD>＆<EFBFBD>?

 ---

 ### 3儭謿<E584AD> **韐券<E99F90>靽嗪<E99DBD>嚗鋴ochrane<6E><65><EFBFBD> + <20>餃郎<E9A483>餉<EFBFBD>撉諹<E69289>**

-**新增服务**：
-1. **MedicalLogicValidator**（医学逻辑验证）
+**<EFBFBD>啣<EFBFBD><EFBFBD>滚𦛚**嚗?
+1. **MedicalLogicValidator**嚗<>龫摮阡<E691AE>餉<EFBFBD>撉諹<E69289>嚗?
   - RCT敹<54>◆<EFBFBD>厰<EFBFBD><E58EB0>箏<EFBFBD>
   - <20>𣬚𤩅<F0A3AC9A>𠉛弦敹<E5BCA6>◆霂湔<E99C82><E6B994>脫<EFBFBD>
-   - 样本量与基线数据一致性
-   - 等...共5条规则
+   - <EFBFBD>瑟𧋦<EFBFBD>譍<EFBFBD><EFBFBD>箇瑪<EFBFBD>唳旿銝<EFBFBD><EFBFBD>湔<EFBFBD>?
+   - 蝑?..<2E>?<3F>∟<EFBFBD><E2889F>?

-2. **EvidenceChainValidator**（证据链验证）
+2. **EvidenceChainValidator**嚗<><E59A97><EFBFBD>桅曎撉諹<E69289>嚗?
   - 撘箏<E69298><E7AE8F><EFBFBD><EFBFBD>撘閧鍂嚗<E98D82>竉50摮梹<E691AE>
   - 雿滨蔭靽⊥<E99DBD>嚗<EFBFBD><E59A97><EFBFBD><EFBFBD><EFBFBD><EFBFBD>挾<EFBFBD>踝<EFBFBD>
   - 憭<><E686AD><EFBFBD>亙<EFBFBD>撉諹<E69289>

 3. **ConflictDetectionService**嚗<><E59A97>撘綽<E69298>
-   - 基于Cochrane标准的严重程度分级
+   - <EFBFBD>箔<EFBFBD>Cochrane<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>艇<EFBFBD>滨<EFBFBD>摨血<EFBFBD>蝥?
   - <20>喲睸摮埈挾<E59F88>寞<EFBFBD>憭<EFBFBD><E686AD>

 ---

 ### 4儭謿<E584AD> **Prompt璅⊥踎嚗𡁶<E59A97><F0A181B6><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>**

-**新目录结构**：
+**<EFBFBD>啁𤌍敶閧<EFBFBD><EFBFBD>?*嚗?
 ```
 prompts/
-├── system_prompt.md                 # System Prompt（Section-Aware）
+<EFBFBD>鎿<EFBFBD><EFBFBD><EFBFBD> system_prompt.md                 # System Prompt嚗𠄎ection-Aware嚗?
 <EFBFBD>鎿<EFBFBD><EFBFBD><EFBFBD> user_prompt_template.md          # User Prompt璅⊥踎
-├── cochrane_standards/              # Cochrane标准描述（分字段）
-│   ├── 随机化方法.md
-│   ├── 盲法.md
-│   ├── 结果完整性.md
-│   └── ...（共12个）
-└── few_shot_examples/               # Few-shot医学案例库
+<EFBFBD>鎿<EFBFBD><EFBFBD><EFBFBD> cochrane_standards/              # Cochrane<EFBFBD><EFBFBD><EFBFBD><EFBFBD>讛膩嚗<EFBFBD><EFBFBD>摮埈挾嚗?
+<EFBFBD>?  <20>鎿<EFBFBD><E98EBF><EFBFBD> <20>𤩺㦤<F0A4A9BA>𡝗䲮瘜?md
+<EFBFBD>?  <20>鎿<EFBFBD><E98EBF><EFBFBD> <20>脫<EFBFBD>.md
+<EFBFBD>?  <20>鎿<EFBFBD><E98EBF><EFBFBD> 蝏𤘪<E89D8F>摰峕㟲<E5B395>?md
+<EFBFBD>?  <20>婙<EFBFBD><E5A999><EFBFBD> ...嚗<><E59A97>12銝迎<E98A9D>
+<EFBFBD>婙<EFBFBD><EFBFBD><EFBFBD> few_shot_examples/               # Few-shot<EFBFBD>餃郎獢<EFBFBD><EFBFBD>摨?
    <20>鎿<EFBFBD><E98EBF><EFBFBD> 擃䁅捶<E48185>嗬CT.md
    <20>鎿<EFBFBD><E98EBF><EFBFBD> 韐券<E99F90>銝滩雲獢<E99BB2><E78DA2>.md
-    └── 信息在中间位置案例.md       # ← 特别重要
+    <EFBFBD>婙<EFBFBD><EFBFBD><EFBFBD> 靽⊥<E99DBD><E28AA5>其葉<E585B6>港<EFBFBD>蝵格<E89DB5>靘?md       # <EFBFBD>?<3F>孵<EFBFBD><E5ADB5>滩<EFBFBD>
 ```

 ---

-### 5️⃣ **开发周期：2周 + MVP验证3天**
+### 5儭謿<EFBFBD> **撘<><E69298>穃𪂹<E7A983><F0AA82B9><EFBFBD>2<EFBFBD>?+ MVP撉諹<E69289>3憭?*

-**调整**：
+**靚<EFBFBD>㟲**嚗?
 - Week 1-2嚗𡁜<E59A97><F0A1819C>𡢅<EFBFBD>靽脲<E99DBD>2<EFBFBD>剁<EFBFBD>
 - Week 3嚗㇄ay 11-13嚗㚁<E59A97>MVP撉諹<E69289> + <20>∩辣<E288A9><E8BEA3>漣<EFBFBD>喟<EFBFBD>

-**MVP验证关键**：
- 测试10-15篇人工标注论文
- 评估准确率（目标≥85%）
+**MVP撉諹<EFBFBD><EFBFBD>喲睸**嚗?
+- 瘚贝<EFBFBD>10-15蝭<EFBFBD>犖撌交<EFBFBD>瘜刻捏<EFBFBD>?
+- 霂<EFBFBD>摯<EFBFBD><EFBFBD>＆<EFBFBD><EFBFBD><EFBFBD><EFBFBD>格<EFBFBD><EFBFBD>?5%嚗?
 - 憒<><E68692><80%嚗<><E59A97>蝥找蛹瘛瑕<E7989B>蝑𣇉裦嚗<E8A3A6><E59A97><EFBFBD>桀<EFBFBD>畾萄<E795BE>畾菜<E795BE><E88F9C>吔<EFBFBD>

 ---

-### 6️⃣ **数据库设计增强**
+### 6儭謿<EFBFBD> **<2A>唳旿摨栞挽霈∪<E99C88>撘?*

-**新增字段**：
- `promptVersion`：Prompt版本号
- `extractionMethod`：'nougat' | 'pymupdf'
- `structuredFormat`：是否为结构化格式
+**<EFBFBD>啣<EFBFBD>摮埈挾**嚗?
+- `promptVersion`嚗䥪rompt<EFBFBD><EFBFBD>𧋦<EFBFBD>?
+- `extractionMethod`嚗?nougat' | 'pymupdf'
+- `structuredFormat`嚗𡁏糓<EFBFBD>虫蛹蝏𤘪<EFBFBD><EFBFBD>𡝗聢撘?
 - `processingLog`嚗𡁜<EFBFBD><EFBFBD><EFBFBD>𠯫敹梹<EFBFBD>撉諹<EFBFBD><EFBFBD>鞟<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
 - `logicValidation`嚗𡁜龫摮阡<EFBFBD>餉<EFBFBD>撉諹<EFBFBD>蝏𤘪<EFBFBD>
 - `evidenceComplete`嚗朞<EFBFBD><EFBFBD>桅曎<EFBFBD>臬炏摰峕㟲
- `conflictSeverity`：冲突严重程度
+- `conflictSeverity`嚗𡁜<EFBFBD>蝒<EFBFBD>艇<EFBFBD>滨<EFBFBD>摨?
 - `reviewPriority`嚗𡁜<EFBFBD><EFBFBD>訾<EFBFBD><EFBFBD><EFBFBD>漣

 ---

-## 🎯 关键技术要点
+## <EFBFBD>㴓 <20>喲睸<E596B2><E79DB8><EFBFBD>航<EFBFBD><E888AA>?

 ### Prompt撌亦<E6928C><E4BAA6>詨<EFBFBD>蝑𣇉裦

 #### 1. Section-Aware Prompting

 ```markdown
-⚠️ 重要：本文是完整全文（约20,000字），请按章节逐步处理。
+<EFBFBD>𩤃<EFBFBD> <20>滩<EFBFBD>嚗𡁏𧋦<F0A1818F><F0A78BA6>糓摰峕㟲<E5B395>冽<EFBFBD>嚗<EFBFBD>漲20,000摮梹<E691AE>嚗諹窈<E8ABB9>厩<EFBFBD><E58EA9><EFBFBD><EFBFBD>鞉郊憭<E9838A><E686AD><EFBFBD>?

-## 处理流程（必须遵守）：
+## 憭<EFBFBD><EFBFBD>瘚<EFBFBD><EFBFBD>嚗<EFBFBD><EFBFBD>憿駁<EFBFBD>摰<EFBFBD><EFBFBD>嚗?

 ### Step 1: 蝡㰘<E89DA1>摰帋<E691B0>
-快速浏览全文，识别关键章节（Abstract、Methods、Results...）
+敹恍<EFBFBD><EFBFBD><EFBFBD>閫<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>霂<EFBFBD><EFBFBD><EFBFBD>喲睸蝡㰘<EFBFBD>嚗㇁bstract<EFBFBD><EFBFBD>ethods<EFBFBD><EFBFBD>esults...嚗?

-### Step 2: 分字段提取
-对于每个字段：
+### Step 2: <EFBFBD><EFBFBD><EFBFBD>畾菜<EFBFBD><EFBFBD>?
+撖嫣<EFBFBD>瘥譍葵摮埈挾嚗?
 1. <20><>釣憸<E987A3><E686B8>雿滨蔭
-2. 定位到章节
+2. 摰帋<EFBFBD><EFBFBD>啁<EFBFBD><EFBFBD>?
 3. **<EFBFBD>鞉挾隞𠉛<EFBFBD><EFBFBD><EFBFBD>粉**嚗<><E59A97>閬<EFBFBD>歲餈<E6ADB2>葉<EFBFBD>湛<EFBFBD>
 4. <20>𣂼<EFBFBD>靽⊥<E99DBD>
-5. 记录引用和位置
+5. 霈啣<EFBFBD>撘閧鍂<EFBFBD>䔶<EFBFBD>蝵?

-⚠️ 特别注意：
+<EFBFBD>𩤃<EFBFBD> <20>孵<EFBFBD>瘜冽<E7989C>嚗?
 - Methods<64>朙esults<74>其葉<E585B6>港<EFBFBD>蝵殷<E89DB5><E6AEB7><EFBFBD>摰寞<E691B0><E5AF9E>埈<EFBFBD>
 - 餈嗘<E9A488>蝡㰘<E89DA1>敺<EFBFBD>鵭嚗諹窈<E8ABB9><E7AA88>挾<EFBFBD><E68CBE>粉

@@ -141,15 +141,15 @@ prompts/
 ### 獢<><E78DA2>1嚗帋縑<E5B88B>臬銁Methods銝剝𡢿畾菔氜嚗<E6B09C><E59A97><EFBFBD>埈<EFBFBD>嚗争<E59A97>

 <EFBFBD>冽<EFBFBD>19,500摮梹<E691AE>
- Methods（4,000字）
-  - 第1段：研究设计概述
-  - 第2段：入排标准
-  - **第3段：随机化方法** ← 关键！在中间
-  - 第4段：盲法
+- Methods嚗?,000摮梹<EFBFBD>
+  - 蝚?畾蛛<E795BE><E89B9B>𠉛弦霈曇恣璁<E681A3>膩
+  - 蝚?畾蛛<E795BE><E89B9B>交<EFBFBD><E4BAA4><EFBFBD><EFBFBD>
+  - **蝚?畾蛛<E795BE><E89B9B>𤩺㦤<F0A4A9BA>𡝗䲮瘜?* <20>?<3F>喲睸嚗<E79DB8>銁銝剝𡢿
+  - 蝚?畾蛛<E795BE><E89B9B>脫<EFBFBD>
  - ...

 甇<EFBFBD>＆<EFBFBD>𡁏<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>鞉挾<EFBFBD><EFBFBD>粉嚗䔶<EFBFBD>頝唾<EFBFBD>
-错误示例❌：只看开头和结尾，跳过中间
+<EFBFBD>躰秤蝷箔<EFBFBD><EFBFBD>䕘<EFBFBD><EFBFBD>芰<EFBFBD>撘<EFBFBD>憭游<EFBFBD>蝏枏偏嚗諹歲餈<EFBFBD>葉<EFBFBD>?
 ```

 #### 3. JSON Schema撘箏<E69298>蝥行<E89DA5>
@@ -159,15 +159,15 @@ prompts/
  "processing_log": {
    "sections_reviewed": ["Abstract", "Methods", "Results", "Tables"],
    "paragraphs_read_per_section": {
-      "Methods": 7,  // 必须≥3
-      "Results": 5   // 必须≥3
+      "Methods": 7,  // 敹<EFBFBD>◆<EFBFBD>?
+      "Results": 5   // 敹<EFBFBD>◆<EFBFBD>?
    },
    "middle_sections_attention": true  // 敹<>◆<EFBFBD>單釣銝剝𡢿
  },
  
  "verification": {
    "keywords_searched": ["randomization", "blinding", "ITT"],
-    "reread_count": 2,  // 至少重读1次
+    "reread_count": 2,  // <EFBFBD>喳<EFBFBD><EFBFBD>滩粉1甈?
    "found_missed_info": false
  }
 }
@@ -179,30 +179,30 @@ prompts/

 | <20><><EFBFBD> | <20>格<EFBFBD> | 撉諹<E69289><E8ABB9>寞<EFBFBD> |
 |------|------|----------|
-| **准确率（MVP）** | ≥ 85% | 人工标注10-15篇测试 |
-| **Methods章节准确率** | ≥ 83% | 分章节评估 |
-| **Results章节准确率** | ≥ 83% | 分章节评估 |
-| **证据链完整性** | 100% | 自动检查 |
-| **医学逻辑验证** | 100% | 规则引擎检查 |
-| **成本** | ≤ ¥0.06/篇 | 实际消耗统计 |
-| **处理时间** | ≤ 3分钟/篇 | 性能测试 |
+| **<EFBFBD><EFBFBD>＆<EFBFBD><EFBFBD><EFBFBD>MVP嚗?* | <EFBFBD>?85% | 鈭箏極<EFBFBD><EFBFBD>釣10-15蝭<35><E89DAD>霂?|
+| **Methods蝡㰘<EFBFBD><EFBFBD><EFBFBD>＆<EFBFBD>?* | <EFBFBD>?83% | <EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>隡?|
+| **Results蝡㰘<EFBFBD><EFBFBD><EFBFBD>＆<EFBFBD>?* | <EFBFBD>?83% | <EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>隡?|
+| **霂<EFBFBD>旿<EFBFBD>曉<EFBFBD><EFBFBD>湔<EFBFBD>?* | 100% | <EFBFBD>芸𢆡璉<EFBFBD><EFBFBD>?|
+| **<EFBFBD>餃郎<EFBFBD>餉<EFBFBD>撉諹<EFBFBD>** | 100% | 閫<EFBFBD><EFBFBD>撘閙<EFBFBD>璉<EFBFBD><EFBFBD>?|
+| **<EFBFBD>鞉𧋦** | <EFBFBD>?瞼0.06/蝭?| 摰鮋<E691B0>瘨<EFBFBD><E798A8>㛖<EFBFBD>霈?|
+| **憭<EFBFBD><EFBFBD><EFBFBD>園𡢿** | <EFBFBD>?3<><33><EFBFBD>/蝭?| <20>扯<EFBFBD>瘚贝<E7989A> |

 ---

 ## <20><> <20>∩辣<E288A9><E8BEA3>漣頝臬<E9A09D>

-如果MVP准确率<80%，升级为**混合策略**：
+憒<EFBFBD><EFBFBD>MVP<EFBFBD><EFBFBD>＆<EFBFBD>?80%嚗<><E59A97>蝥找蛹**瘛瑕<E7989B>蝑𣇉裦**嚗?

 ```
-关键字段（3个）→ 分段提取
- 随机化方法（Methods）
- 盲法（Methods）
- 结果完整性（Results + Figures）
+<EFBFBD>喲睸摮埈挾嚗?銝迎<E98A9D><E8BF8E>?<3F><>挾<EFBFBD>𣂼<EFBFBD>
+- <EFBFBD>𤩺㦤<EFBFBD>𡝗䲮瘜𤏪<EFBFBD>Methods嚗?
+- <EFBFBD>脫<EFBFBD>嚗㇈ethods嚗?
+- 蝏𤘪<EFBFBD>摰峕㟲<EFBFBD>改<EFBFBD>Results + Figures嚗?

-其他字段（9个）→ 保持全文提取
+<EFBFBD>嗡<EFBFBD>摮埈挾嚗?銝迎<E98A9D><E8BF8E>?靽脲<E99DBD><E884B2>冽<EFBFBD><E586BD>𣂼<EFBFBD>
 - <20>𠉛弦霈曇恣<E69B87><E681A3><EFBFBD>蝛嗡犖蝢扎<E89DA2><E6898E>僕憸<E58395>綳<EFBFBD>賜<EFBFBD>

-开发增量：+1周
+撘<EFBFBD><EFBFBD>穃<EFBFBD><EFBFBD>𧶏<EFBFBD>+1<>?
 憸<EFBFBD><EFBFBD><EFBFBD><EFBFBD>＆<EFBFBD><EFBFBD><EFBFBD>90%+
 ```

@@ -210,15 +210,15 @@ prompts/

 ## <20><> <20>詨<EFBFBD><E8A9A8><EFBFBD>﹝

- [全文复筛质量保障策略](../02-技术设计/08-全文复筛质量保障策略.md)
- [标题摘要初筛质量保障策略](../02-技术设计/06-质量保障与可追溯策略.md)
- [数据库设计](../02-技术设计/01-数据库设计.md)
- [API设计规范](../02-技术设计/02-API设计规范.md)
+- [<EFBFBD>冽<EFBFBD>憭滨<EFBFBD>韐券<EFBFBD>靽嗪<EFBFBD>蝑𣇉裦](../02-<2D><><EFBFBD>航挽霈?08-<2D>冽<EFBFBD>憭滨<E686AD>韐券<E99F90>靽嗪<E99DBD>蝑𣇉裦.md)
+- [<EFBFBD><EFBFBD><EFBFBD><EFBFBD>䁅<EFBFBD><EFBFBD>萘<EFBFBD>韐券<EFBFBD>靽嗪<EFBFBD>蝑𣇉裦](../02-<2D><><EFBFBD>航挽霈?06-韐券<E99F90>靽嗪<E99DBD>銝𤾸虾餈賣滲蝑𣇉裦.md)
+- [<EFBFBD>唳旿摨栞挽霈（(../02-<2D><><EFBFBD>航挽霈?01-<2D>唳旿摨栞挽霈?md)
+- [API霈曇恣閫<EFBFBD><EFBFBD>](../02-<EFBFBD><EFBFBD><EFBFBD>航挽霈?02-API霈曇恣閫<E681A3><E996AB>.md)

 ---

-**更新日志**：
- 2025-11-22: V1.1 - 基于质量保障讨论，确定全文一次性+Prompt优化策略
+**<EFBFBD>湔鰵<EFBFBD>亙<EFBFBD>**嚗?
+- 2025-11-22: V1.1 - <EFBFBD>箔<EFBFBD>韐券<EFBFBD>靽嗪<EFBFBD>霈刻捏嚗𣬚＆摰𡁜<EFBFBD><EFBFBD><EFBFBD><EFBFBD>甈⊥<EFBFBD>?Prompt隡睃<E99AA1>蝑𣇉裦
 - 2025-11-22: V1.0 - <20>嘥<EFBFBD><E598A5><EFBFBD>𧋦