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

backend/scripts/check-excel-columns.ts

@@ -25,3 +25,4 @@ if (data.length > 0) {
 
 
 
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backend/scripts/create-test-user-for-asl.ts

@@ -62,3 +62,4 @@ createTestUser();
 
 
 
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backend/scripts/get-test-projects.mjs

@@ -83,3 +83,4 @@ async function getProjects() {
 getProjects();
 
 
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backend/scripts/test-asl-api.ts

@@ -196,3 +196,4 @@ testAPI();
 
 
 
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backend/scripts/test-json-parser.ts

@@ -136,3 +136,4 @@ console.log('='.repeat(60) + '\n');
 
 
 
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backend/scripts/test-llm-screening.ts

@@ -380,3 +380,4 @@ main().catch(console.error);
 
 
 
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backend/scripts/test-samples/asl-test-literatures.json

@@ -118,3 +118,4 @@
 
 
 
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backend/scripts/test-stroke-screening-lenient.ts

@@ -208,3 +208,4 @@ runTest().catch(console.error);
 
 
 
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backend/scripts/verify-llm-models.ts

@@ -102,3 +102,4 @@ main().catch(console.error);
 
 
 
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