Files
AIclinicalresearch/docs/03-业务模块/ASL-AI智能文献/README.md
HaHafeng beb7f7f559 feat(asl): Implement full-text screening core LLM service and validation system (Day 1-3)
Core Components:
- PDFStorageService with Dify/OSS adapters
- LLM12FieldsService with Nougat-first + dual-model + 3-layer JSON parsing
- PromptBuilder for dynamic prompt assembly
- MedicalLogicValidator with 5 rules + fault tolerance
- EvidenceChainValidator for citation integrity
- ConflictDetectionService for dual-model comparison

Prompt Engineering:
- System Prompt (6601 chars, Section-Aware strategy)
- User Prompt template (PICOS context injection)
- JSON Schema (12 fields constraints)
- Cochrane standards (not loaded in MVP)

Key Innovations:
- 3-layer JSON parsing (JSON.parse + json-repair + code block extraction)
- Promise.allSettled for dual-model fault tolerance
- safeGetFieldValue for robust field extraction
- Mixed CN/EN token calculation

Integration Tests:
- integration-test.ts (full test)
- quick-test.ts (quick test)
- cached-result-test.ts (fault tolerance test)

Documentation Updates:
- Development record (Day 2-3 summary)
- Quality assurance strategy (full-text screening)
- Development plan (progress update)
- Module status (v1.1 update)
- Technical debt (10 new items)

Test Results:
- JSON parsing success rate: 100%
- Medical logic validation: 5/5 passed
- Dual-model parallel processing: OK
- Cost per PDF: CNY 0.10

Files: 238 changed, 14383 insertions(+), 32 deletions(-)
Docs: docs/03-涓氬姟妯″潡/ASL-AI鏅鸿兘鏂囩尞/05-寮€鍙戣褰?2025-11-22_Day2-Day3_LLM鏈嶅姟涓庨獙璇佺郴缁熷紑鍙?md
2025-11-22 22:21:12 +08:00

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# ASL - AI智能文献
> **模块代号:** ASL (AI Smart Literature)
> **开发状态:** ⏳ 下一步开发Week 2-4
> **商业价值:** ⭐⭐⭐⭐⭐ 可独立售卖
> **独立性:** ⭐⭐⭐⭐⭐
> **优先级:** P0
---
## 📋 模块概述
AI智能文献筛选系统帮助研究者快速筛选和分析文献。
**核心价值:** 核心差异化功能,可独立售卖
---
## 🎯 核心功能6个模块
1.**标题摘要初筛** - 双模型AI判断
2.**全文复筛** - PDF全文分析
3.**全文解析与数据提取**
4.**数据分析与报告生成**
5.**系统评价与Meta分析**
6.**文献管理**
**本周重点:** 标题摘要初筛 + 全文复筛
---
## 📂 文档结构
```
ASL-AI智能文献/
├── [AI对接] ASL快速上下文.md # ⏳ 待创建
├── 00-项目概述/
│ ├── 01-产品需求文档(PRD).md # ⏳ 待合并3个PRD
│ └── ...
├── 01-设计文档/
│ ├── 02-数据库设计.md
│ ├── 03-API设计.md
│ └── 07-UI设计/
│ ├── 标题摘要初筛原型.html
│ └── 全文复筛原型.html
└── README.md # ✅ 当前文档
```
---
## 🔗 依赖的通用能力
- **LLM网关** - 双模型AI判断
- **文档处理引擎** - PDF全文提取
- **RAG引擎** - 文献内容检索
---
## 🎯 商业模式
**目标客户:** 系统评价研究者、循证医学中心
**售卖方式:** 独立产品
**定价策略:** 按项目数或按月订阅
---
**最后更新:** 2025-11-06
**维护人:** 技术架构师