


{"ok":true,"api":{"name":"SAIMSARA Evidence Object Discovery API","version":"v1"},"mode":"doc_key","editorial_verification":{"status":"human_reviewed","trust_label":"machine_generated_human_reviewed","method":"World ID proof-of-human editorial account","scope":["clinical_integrity","reference_quality","scientific_coherence"],"verification_note":"This Evidence Object is machine-generated and human-reviewed. World ID is used to verify that editorial oversight was submitted by a unique human account.","does_not_mean":"World ID verifies proof-of-human editorial oversight; it does not independently certify the scientific truth of every claim."},"object":{"object_type":"saimsara_evidence_object_metadata","doc_key":"digital::AI_VISION_ROAD_ACCIDENTS_SS","issue_slug":"digital","doc_id":"AI_VISION_ROAD_ACCIDENTS_SS","title":"AI Vision for Road Traffic Accidents","doi":"10.62487/saimsara5188b0b5","doi_url":"https://doi.org/10.62487/saimsara5188b0b5","version":"2026-05-09","source_name":"Semantic Scholar","article_url":"https://saimsara.com/sessions/ai-vision-road-traffic-accidents-20260509-172813-5188b0b5/","image_url":"","topic_tags":"Computer vision,Road traffic accidents,Deep learning,Object detection,Accident anticipation,Driver drowsiness,Traffic violation detection,Autonomous vehicles,YOLO models,Road safety","keywords":["Computer vision","Road traffic accidents","Deep learning","Object detection","Accident anticipation","Driver drowsiness","Traffic violation detection","Autonomous vehicles","YOLO models","Road safety"],"metrics":{"included_all":524,"included_original":479,"reference_index":109,"total_participants":171126},"discover_url":"https://saimsara.com/api/v1/discover.php?doc_key=digital%3A%3AAI_VISION_ROAD_ACCIDENTS_SS","paid_evidence_url":"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3AAI_VISION_ROAD_ACCIDENTS_SS","price":{"amount":"9.00","currency":"USD","units":9,"unit_amount":"1.00"},"payment_methods":["api_key","stripe_checkout","object_grant","x402"],"text_length":19329,"preview":"Results Study-Level Evidence Map: Effect-of Predictor → Outcome ai vision → road traffic accidents Favorable ΣN=116138 (68%) Unfavorable ΣN=0 (0%) Neutral ΣN=54988 (32%) Key Finding Aligned To The Query: The most important scoping-review finding is that AI vision is being developed as a broad road-safety infrastructure rather than a single accident-detection tool: studies recurrently use visual perception to detect crashes, anticipate collisions, monitor driver impairment, identify road hazards, enforce traffic rules, and optimize traffic flow. Representative systems reported high task-specific performance for accident detection and severity classification, including 98% surveillance-video a…","trust_label":"machine_generated_human_reviewed","editorial_verification":{"status":"human_reviewed","trust_label":"machine_generated_human_reviewed","method":"World ID proof-of-human editorial account","scope":["clinical_integrity","reference_quality","scientific_coherence"],"verification_note":"This Evidence Object is machine-generated and human-reviewed. World ID is used to verify that editorial oversight was submitted by a unique human account.","does_not_mean":"World ID verifies proof-of-human editorial oversight; it does not independently certify the scientific truth of every claim."},"checkout":{"method":"POST","url":"https://saimsara.com/create_checkout_session.php","content_type":"application/x-www-form-urlencoded","params":{"plan":"evidence_object","doc_key":"digital::AI_VISION_ROAD_ACCIDENTS_SS"},"optional_params":{"customer_email":"user@example.com"},"price":{"amount":"9.00","currency":"USD","units":9,"unit_amount":"1.00"},"curl_example":"curl -X POST https://saimsara.com/create_checkout_session.php -d \"plan=evidence_object\" -d \"doc_key=digital::AI_VISION_ROAD_ACCIDENTS_SS\" -d \"customer_email=user@example.com\""},"access_after_payment":{"header":"X-SAIMSARA-Payment-Proof","endpoint":"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3AAI_VISION_ROAD_ACCIDENTS_SS","curl_example":"curl -H \"X-SAIMSARA-Payment-Proof: YOUR_PAYMENT_PROOF_TOKEN\" \"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3AAI_VISION_ROAD_ACCIDENTS_SS\""}}}