{"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_MEDICAL_DEVICE_SAFETY_SS","issue_slug":"digital","doc_id":"AI_MEDICAL_DEVICE_SAFETY_SS","title":"AI Medical Device Safety","doi":"10.62487/saimsaraa33bf709","doi_url":"https://doi.org/10.62487/saimsaraa33bf709","version":"2026-05-14","source_name":"Semantic Scholar","article_url":"https://saimsara.com/sessions/ai-medical-device-safety-20260514-194201-a33bf709/","image_url":"","topic_tags":"AI medical devices,Medical device safety,Post-market surveillance,Adverse event reporting,Regulatory compliance,Software as medical device,Model retraining,Distribution shift,Predictive maintenance,Clinical workflow safety","keywords":["AI medical devices","Medical device safety","Post-market surveillance","Adverse event reporting","Regulatory compliance","Software as medical device","Model retraining","Distribution shift","Predictive maintenance","Clinical workflow safety"],"metrics":{"included_all":295,"included_original":151,"reference_index":146,"total_participants":1823692},"discover_url":"https://saimsara.com/api/v1/discover.php?doc_key=digital%3A%3AAI_MEDICAL_DEVICE_SAFETY_SS","paid_evidence_url":"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3AAI_MEDICAL_DEVICE_SAFETY_SS","price":{"amount":"8.00","currency":"USD","units":8,"unit_amount":"1.00"},"payment_methods":["api_key","stripe_checkout","object_grant","x402"],"text_length":29728,"preview":"Results Key finding aligned to the query: The most query-defining finding is that AI medical device safety is primarily a lifecycle governance problem: performance, usability, cybersecurity, and clinical workflow risks emerge or change after deployment, while current reporting, updating, and regulatory documentation systems are often insufficient to detect and manage them. Several studies converged on this signal, including analyses showing that less than 2% of FDA-approved AI medical devices were updated through retraining despite site-specific performance shifts, that 34.5% of FDA medical device reports lacked enough information to determine AI or machine learning contribution, and that on…","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_MEDICAL_DEVICE_SAFETY_SS"},"optional_params":{"customer_email":"user@example.com"},"price":{"amount":"8.00","currency":"USD","units":8,"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_MEDICAL_DEVICE_SAFETY_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_MEDICAL_DEVICE_SAFETY_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_MEDICAL_DEVICE_SAFETY_SS\""}}}