{"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::LLM_HALLUCINATIONS_SS","issue_slug":"digital","doc_id":"LLM_HALLUCINATIONS_SS","title":"LLM Hallucinations in Clinical Documentation","doi":"10.62487/saimsarab885dc08","doi_url":"https://doi.org/10.62487/saimsarab885dc08","version":"2026-05-14","source_name":"Semantic Scholar","article_url":"https://saimsara.com/sessions/llm-hallucination-clinical-documentation-20260514-194114-b885dc08/","image_url":"","topic_tags":"Large Language Models,Clinical Documentation,Hallucination Mitigation,Retrieval-Augmented Generation,Factual Consistency,Clinical Note Generation,Medical Transcription,Discharge Summaries,Electronic Health Records,Patient Safety","keywords":["Large Language Models","Clinical Documentation","Hallucination Mitigation","Retrieval-Augmented Generation","Factual Consistency","Clinical Note Generation","Medical Transcription","Discharge Summaries","Electronic Health Records","Patient Safety"],"metrics":{"included_all":53,"included_original":32,"reference_index":46,"total_participants":32465},"discover_url":"https://saimsara.com/api/v1/discover.php?doc_key=digital%3A%3ALLM_HALLUCINATIONS_SS","paid_evidence_url":"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3ALLM_HALLUCINATIONS_SS","price":{"amount":"6.00","currency":"USD","units":6,"unit_amount":"1.00"},"payment_methods":["api_key","stripe_checkout","object_grant","x402"],"text_length":12365,"preview":"Results Key finding aligned to the query: LLM hallucinations in clinical documentation exhibit high variability based on task complexity and model architecture, with observed rates ranging from as low as 0.73–2.0% in constrained agentic workflows and retrieval-augmented systems to as high as 31–35% in ambient transcription and zero-shot extraction tasks. While LLM-generated summaries often match or exceed human performance in organization, concision, coherence, and overall quality, they may contain more unique factual errors, inaccuracies, and omissions than physician-authored notes. However, the implementation of specialized frameworks—including RAG, multi-agent \"Generator-Verifier-Judge\" l…","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::LLM_HALLUCINATIONS_SS"},"optional_params":{"customer_email":"user@example.com"},"price":{"amount":"6.00","currency":"USD","units":6,"unit_amount":"1.00"},"curl_example":"curl -X POST https://saimsara.com/create_checkout_session.php -d \"plan=evidence_object\" -d \"doc_key=digital::LLM_HALLUCINATIONS_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%3ALLM_HALLUCINATIONS_SS","curl_example":"curl -H \"X-SAIMSARA-Payment-Proof: YOUR_PAYMENT_PROOF_TOKEN\" \"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3ALLM_HALLUCINATIONS_SS\""}}}