{"id":"W4254371358","doi":"10.1016/j.cgh.2008.08.003","title":"Reply","year":2008,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Myocardial infarction; Medical diagnosis; Angina; Hyperlipidemia; Coding (social sciences); Diagnosis code; Intensive care medicine; Internal medicine; Pathology; Diabetes mellitus; Statistics; Population","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":[0.001394382,0.00009630662,0.0004454166,0.00005836349,0.0007126176,7.063748e-7,0.0001001515,0.0003646647,0.0005557983],"category_scores_gemma":[0.0008153097,0.00007847851,0.00005471499,0.00003702313,0.0006167,0.00005044145,0.0001043217,0.001145991,0.000549058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001757138,"about_ca_system_score_gemma":0.0001564639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004736143,"about_ca_topic_score_gemma":0.00006587484,"domain_scores_codex":[0.9970509,0.0009922177,0.001107216,0.0002417272,0.0000715236,0.000536349],"domain_scores_gemma":[0.9981155,0.001037946,0.0002570164,0.0002071066,0.00007570149,0.0003066858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003631164,0.00003189038,0.9327201,0.00003923112,0.00001125676,0.00002195593,0.0002583281,5.599407e-8,3.317043e-7,0.001278141,0.06456701,0.0007085913],"study_design_scores_gemma":[0.00175716,0.0008208551,0.7932292,0.00001899757,0.00001151102,0.0001579978,0.0001053716,0.0003274463,1.669035e-7,0.0005456438,0.202978,0.00004772068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738352,0.00006225768,0.001457965,0.01774001,0.001392938,0.000189068,0.000003058855,0.00009389652,0.005225629],"genre_scores_gemma":[0.8762616,0.0008333996,0.0005694573,0.1213147,0.0003541981,0.00003764137,0.00001125336,0.000006330768,0.0006113647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.139491,"threshold_uncertainty_score":0.7057214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4007123367932155,"score_gpt":0.5125571850367486,"score_spread":0.1118448482435331,"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."}}