{"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::MED_MACHINE_TRANSLATION_SS","issue_slug":"digital","doc_id":"MED_MACHINE_TRANSLATION_SS","title":"Limitations of Medical Machine Translation","doi":"10.62487/saimsarae1a843d5","doi_url":"https://doi.org/10.62487/saimsarae1a843d5","version":"2026-03-29","source_name":"Semantic Scholar","article_url":"https://saimsara.com/sessions/limitations-medical-machine-translation__20250921_210051__e1a843d5/","image_url":"","topic_tags":"Medical machine translation,Neural machine translation,Large language models,Medical terminology accuracy,Contextual ambiguity,Syntactic simplification,Translation quality metrics,Post-editing,Domain-specific translation,Cultural connotations","keywords":["Medical machine translation","Neural machine translation","Large language models","Medical terminology accuracy","Contextual ambiguity","Syntactic simplification","Translation quality metrics","Post-editing","Domain-specific translation","Cultural connotations"],"metrics":{"included_all":38,"included_original":17,"reference_index":15,"total_participants":25663},"discover_url":"https://saimsara.com/api/v1/discover.php?doc_key=digital%3A%3AMED_MACHINE_TRANSLATION_SS","paid_evidence_url":"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3AMED_MACHINE_TRANSLATION_SS","price":{"amount":"5.00","currency":"USD","units":5,"unit_amount":"1.00"},"payment_methods":["api_key","stripe_checkout","object_grant","x402"],"text_length":6532,"preview":"Results Key finding aligned to the query: The primary limitation of medical machine translation is the consistent failure to maintain semantic precision and contextual nuance in specialized domains, particularly when handling complex terminology and cultural connotations. Current systems frequently struggle with polysemous words and fail to adapt the linguistic register for different audiences, such as translating professional veterinary texts for laymen. Consequently, machine outputs often exhibit syntactic simplification and require intensive human post-editing to ensure coherence and clinical safety. Original research topic synthesis (ordered by evidence hierarchy): Context, ambiguity, an…","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::MED_MACHINE_TRANSLATION_SS"},"optional_params":{"customer_email":"user@example.com"},"price":{"amount":"5.00","currency":"USD","units":5,"unit_amount":"1.00"},"curl_example":"curl -X POST https://saimsara.com/create_checkout_session.php -d \"plan=evidence_object\" -d \"doc_key=digital::MED_MACHINE_TRANSLATION_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%3AMED_MACHINE_TRANSLATION_SS","curl_example":"curl -H \"X-SAIMSARA-Payment-Proof: YOUR_PAYMENT_PROOF_TOKEN\" \"https://saimsara.com/api/v1/evidence.php?doc_key=digital%3A%3AMED_MACHINE_TRANSLATION_SS\""}}}