{"id":"W3113104122","doi":"10.1097/md.0000000000023708","title":"Accuracy of initial psychiatric diagnoses given by nonpsychiatric physicians","year":2020,"lang":"en","type":"article","venue":"Medicine","topic":"Psychosomatic Disorders and Their Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Medical diagnosis; Psychiatry; Psychiatric diagnosis; MEDLINE; Family medicine; Schizophrenia (object-oriented programming); Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004837185,0.0002619852,0.0003328888,0.002148546,0.0004263572,0.001196647,0.0006939598,0.0004109151,0.00121021],"category_scores_gemma":[0.05320061,0.0002502388,0.0003566864,0.001332733,0.0003979996,0.0006143993,0.0008469792,0.0004735639,0.0003838963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015997,"about_ca_system_score_gemma":0.0008528083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0169847,"about_ca_topic_score_gemma":0.01723376,"domain_scores_codex":[0.9905082,0.003868593,0.00169118,0.0009602009,0.002445725,0.00052602],"domain_scores_gemma":[0.9409235,0.02379506,0.02220248,0.003464221,0.008339817,0.001274823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009219292,0.00001634087,0.9930224,0.00004169823,0.00002868037,0.00009573044,0.0002351563,0.0001096278,0.0001299241,0.00001539651,0.0002328843,0.005980112],"study_design_scores_gemma":[0.000008994977,0.00009599905,0.9960908,0.0001140503,0.00003209306,0.0007153327,0.0004274764,0.001352033,0.0006649955,0.00002850673,0.000461828,0.000007911745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937314,0.00153607,0.0006237195,0.0003017082,0.00007318934,0.00004954213,0.001049896,0.00004045401,0.002593978],"genre_scores_gemma":[0.9987576,0.0002108445,0.0003762569,0.0000502579,0.00002842723,0.000006411544,0.0004581054,0.000003415305,0.0001085869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0169847,"threshold_uncertainty_score":0.03377169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01869085980623842,"score_gpt":0.3213396213612009,"score_spread":0.3026487615549625,"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."}}