{"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::MEDICAL_DEEPFAKES_SS","issue_slug":"digital","doc_id":"MEDICAL_DEEPFAKES_SS","title":"Medical Deepfakes in Healthcare — Detection, Generation, Human Perception, and Clinical Implications","doi":"10.62487/saimsara570eea90","doi_url":"https://doi.org/10.62487/saimsara570eea90","version":"2026-06-04","source_name":"Semantic Scholar","article_url":"https://saimsara.com/sessions/medical-deepfake-20260604-121834-570eea90/","image_url":"","topic_tags":"medical deepfake detection,AI-generated medical images,deep learning forensics,CT scan manipulation,MRI deepfake,adversarial robustness,synthetic medical data,generative adversarial networks,healthcare cybersecurity,medical image integrity","keywords":["medical deepfake detection","AI-generated medical images","deep learning forensics","CT scan manipulation","MRI deepfake","adversarial robustness","synthetic medical data","generative adversarial networks","healthcare cybersecurity","medical image integrity"],"metrics":{"included_all":92,"included_original":57,"reference_index":56,"total_participants":171646},"discover_url":"https://saimsara.com/api/v1/discover.php?doc_key=digital%3A%3AMEDICAL_DEEPFAKES_SS","paid_evidence_url":"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3AMEDICAL_DEEPFAKES_SS","price":{"amount":"8.00","currency":"USD","units":8,"unit_amount":"1.00"},"payment_methods":["api_key","stripe_checkout","object_grant","x402"],"text_length":12795,"preview":"Results Key finding aligned to the query: The central finding across the mapped literature is a technological arms race in which deep learning-based detectors consistently achieve near-perfect to superior accuracy in identifying synthetic medical images in silico, yet these fabricated images simultaneously demonstrate sufficient realism to deceive human experts and large language models (LLMs). Automated detection frameworks, including lightweight models like ECA-enhanced MobileNetV2 and ensemble methods, frequently report accuracy exceeding 99% on benchmark CT datasets, while a dual-stage knowledge infusing detector significantly outperformed human experts across multiple modalities. In sta…","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::MEDICAL_DEEPFAKES_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::MEDICAL_DEEPFAKES_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%3AMEDICAL_DEEPFAKES_SS","curl_example":"curl -H \"X-SAIMSARA-Payment-Proof: YOUR_PAYMENT_PROOF_TOKEN\" \"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3AMEDICAL_DEEPFAKES_SS\""}}}