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