feat: add measured detection review loop

backend/app/api/routes/quality_checks.py

@@ -6,7 +6,9 @@ from fastapi import APIRouter, Depends, Query
 from sqlalchemy.orm import Session
 
 from app.db.session import get_db
+from app.schemas.detection_review import DetectionReviewUpsert
 from app.schemas.qa import QualityCheckList
+from app.services.detection_review_service import DetectionReviewService
 from app.services.quality_evidence_service import QualityEvidenceService
 from app.services.quality_check_service import QualityCheckService
 from app.utils.response import envelope
@@ -37,3 +39,45 @@ def get_quality_check_evidence_geojson(
     db: Session = Depends(get_db),
 ) -> dict:
     return envelope(QualityEvidenceService.evidence_geojson(db, project_id=project_id, quality_check_id=quality_check_id))
+
+
+@router.get("/quality-checks/{quality_check_id}/reviews", response_model=dict)
+def list_detection_reviews(
+    project_id: UUID,
+    quality_check_id: UUID,
+    evidence_role: str | None = Query(default=None, pattern="^(false_positive|false_negative)$"),
+    decision: str | None = Query(default=None, max_length=64),
+    reviewed: bool | None = Query(default=None),
+    limit: int = Query(default=50, ge=1, le=200),
+    offset: int = Query(default=0, ge=0),
+    db: Session = Depends(get_db),
+) -> dict:
+    return envelope(
+        DetectionReviewService.list_reviews(
+            db,
+            project_id=project_id,
+            quality_check_id=quality_check_id,
+            evidence_role=evidence_role,
+            decision=decision,
+            reviewed=reviewed,
+            limit=limit,
+            offset=offset,
+        ).model_dump()
+    )
+
+
+@router.post("/quality-checks/{quality_check_id}/reviews", response_model=dict)
+def upsert_detection_review(
+    project_id: UUID,
+    quality_check_id: UUID,
+    payload: DetectionReviewUpsert,
+    db: Session = Depends(get_db),
+) -> dict:
+    return envelope(
+        DetectionReviewService.upsert_review(
+            db,
+            project_id=project_id,
+            quality_check_id=quality_check_id,
+            payload=payload,
+        ).model_dump()
+    )