Files
AIclinicalresearch/docs/03-业务模块/SSA-智能统计分析/README.md
HaHafeng e3e7e028e8 feat(platform): Complete platform infrastructure implementation and verification
Platform Infrastructure - 8 Core Modules Completed:
- Storage Service (LocalAdapter + OSSAdapter stub)
- Logging System (Winston + JSON format)
- Cache Service (MemoryCache + Redis stub)
- Async Job Queue (MemoryQueue + DatabaseQueue stub)
- Health Check Endpoints (liveness/readiness/detailed)
- Database Connection Pool (with Serverless optimization)
- Environment Configuration Management
- Monitoring Metrics (DB connections/memory/API)

Key Features:
- Adapter Pattern for zero-code environment switching
- Full backward compatibility with legacy modules
- 100% test coverage (all 8 modules verified)
- Complete documentation (11 docs updated)

Technical Improvements:
- Fixed duplicate /health route registration issue
- Fixed TypeScript interface export (export type)
- Installed winston dependency
- Added structured logging with context support
- Implemented graceful shutdown for Serverless
- Added connection pool optimization for SAE

Documentation Updates:
- Platform infrastructure planning (04-骞冲彴鍩虹璁炬柦瑙勫垝.md)
- Implementation report (2025-11-17-骞冲彴鍩虹璁炬柦瀹炴柦瀹屾垚鎶ュ憡.md)
- Verification report (2025-11-17-骞冲彴鍩虹璁炬柦楠岃瘉鎶ュ憡.md)
- Git commit guidelines (06-Git鎻愪氦瑙勮寖.md) - Added commit frequency rules
- Updated 3 core architecture documents

Code Statistics:
- New code: 2,532 lines
- New files: 22
- Updated files: 130+
- Test pass rate: 100% (8/8 modules)

Deployment Readiness:
- Local environment: 鉁?Ready
- Cloud environment: 馃攧 Needs OSS/Redis dependencies

Next Steps:
- Ready to start ASL module development
- Can directly use storage/logger/cache/jobQueue

Tested: Local verification 100% passed
Related: #Platform-Infrastructure
2025-11-18 08:00:41 +08:00

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SSA - 智能统计分析

模块代号: SSA (Smart Statistical Analysis)
开发状态: 规划中
商业价值: 刚需
独立性:
优先级: P2


📋 模块概述

智能统计分析模块提供3条核心分析路径实现从数据上传到报告导出的完整流程。


🎯 核心功能3条路径

1. 队列研究分析

  • 基线特征分析
  • 生存分析Kaplan-Meier
  • Cox回归

2. 预测模型构建

  • 变量筛选
  • 模型构建Logistic回归、随机森林
  • 模型验证ROC曲线

3. RCT研究分析

  • 随机化检查
  • 疗效分析
  • 亚组分析

📂 文档结构

SSA-智能统计分析/
  ├── [AI对接] SSA快速上下文.md      # ⏳ 待创建
  ├── 00-项目概述/
  │   └── 01-产品需求文档(PRD).md    # ⏳ 待创建
  └── README.md                       # ✅ 当前文档

🔗 依赖的通用能力

  • 文档处理引擎 - 数据导入
  • ETL引擎 - 数据预处理

🏗️ 技术栈

  • R语言 - 统计分析核心
  • Plumber - R暴露为API
  • Node.js - 粘合层

🎯 商业模式

与ST模块协同售卖


最后更新: 2025-11-06
维护人: 技术架构师