{"id":"W4404809052","doi":"10.1370/afm.22.s1.6160","title":"Validation of Mood and Anxiety Disorder Case Definitions using Primary Care Electronics Medical Records","year":2024,"lang":"en","type":"article","venue":"Big Data","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mood; Primary care; Anxiety; Medical record; Psychology; Electronics; Psychiatry; Clinical psychology; Medicine; Family medicine; Engineering; Electrical engineering; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05076232,0.0007297985,0.0007969521,0.005177993,0.001365455,0.001754403,0.002525707,0.0009009114,0.00110363],"category_scores_gemma":[0.1278065,0.0006520772,0.001696427,0.003326126,0.001394311,0.0009883464,0.003029067,0.0006399866,0.0004459103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00476107,"about_ca_system_score_gemma":0.006699952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1351843,"about_ca_topic_score_gemma":0.1397677,"domain_scores_codex":[0.9494092,0.02119265,0.009734552,0.006529986,0.01138484,0.001748634],"domain_scores_gemma":[0.883191,0.03877278,0.02406077,0.0195821,0.0331564,0.001236829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002816067,0.0001234103,0.980331,0.0003427148,0.000333491,0.00008538456,0.001639559,0.00127873,0.0006304914,0.0004111957,0.001848461,0.01269403],"study_design_scores_gemma":[0.00008044098,0.0002235424,0.9871659,0.000205181,0.0001513575,0.0002667595,0.0008441018,0.004882869,0.001701583,0.0002446126,0.004194595,0.00003911473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9440524,0.001125282,0.0264053,0.0003280037,0.0001514134,0.006760234,0.01353292,0.0002748959,0.007369594],"genre_scores_gemma":[0.9654225,0.0002392222,0.01914538,0.0002403622,0.00004519909,0.0020238,0.01250033,0.00002740847,0.0003558679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1351843,"threshold_uncertainty_score":0.2687949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3555379857381733,"score_gpt":0.4746855756808954,"score_spread":0.1191475899427221,"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."}}