{"id":"W4383480640","doi":"10.1097/paf.0000000000000857","title":"The Role of Autopsy in Quality Assurance","year":2023,"lang":"en","type":"article","venue":"American Journal of Forensic Medicine & Pathology","topic":"Autopsy Techniques and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Autopsy; Medical diagnosis; Medicine; Emergency medicine; Prospective cohort study; Population; Pediatrics; Intensive care medicine; Surgery; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002246248,0.0001258615,0.0009389566,0.0002678412,0.00003557056,0.000001557995,0.0001905746,0.00005044942,0.00002337709],"category_scores_gemma":[0.001409308,0.00006901085,0.0001386381,0.0007332343,0.001281211,0.00003011324,0.00003635825,0.0003873943,0.000003877813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004171812,"about_ca_system_score_gemma":0.0001487098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001155801,"about_ca_topic_score_gemma":0.00004058411,"domain_scores_codex":[0.9979817,0.0002246446,0.001003276,0.0001274396,0.0003730042,0.0002898812],"domain_scores_gemma":[0.9976074,0.0008211587,0.0009265558,0.0003157278,0.0002259407,0.0001031829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004592891,0.00004946829,0.398662,0.00003264369,0.00006363841,0.0008223097,0.001980925,0.000005433837,0.01206634,0.00468257,0.002742347,0.578433],"study_design_scores_gemma":[0.001382897,0.003456895,0.9680915,0.000294062,0.00007101453,0.001710111,0.006391376,0.00005620144,0.001769614,0.006451209,0.01023583,0.00008925331],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984255,0.0009127209,0.0002854958,0.0125148,0.0002731826,0.000123254,0.000001692576,0.00003015877,0.001603669],"genre_scores_gemma":[0.9962434,0.000878118,0.001741638,0.0007681387,0.0001859112,0.000003673208,0.000002027879,0.000014348,0.0001626983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5783438,"threshold_uncertainty_score":0.4720674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735249415569345,"score_gpt":0.3452490767059099,"score_spread":0.3278965825502165,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}