{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001012096,0.00009728358,0.0001824539,0.00006716008,0.0004894261,0.000009995539,0.0001865183,0.0002690278,0.0001300614],"category_scores_gemma":[0.0003887798,0.00008945857,0.00002393692,0.0002458474,0.00006512277,0.000186658,0.0003935366,0.0006299297,0.00001527713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001300807,"about_ca_system_score_gemma":0.001742874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001941836,"about_ca_topic_score_gemma":0.00566056,"domain_scores_codex":[0.9981401,0.0004864335,0.0004916206,0.0003250109,0.000271885,0.0002849525],"domain_scores_gemma":[0.9985168,0.0005238835,0.00007597076,0.000646825,0.0001077106,0.0001288365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001960653,0.0002971142,0.09150074,0.04497327,0.0002475078,0.0003517147,0.03229021,0.0000166207,0.0002532035,0.03728906,0.01011114,0.7824734],"study_design_scores_gemma":[0.005143832,0.0007472862,0.02263978,0.01558278,0.00124123,0.00355894,0.09033051,0.04295757,0.0001734045,0.01870165,0.7967987,0.002124308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613233,0.01629844,0.004343932,0.004452723,0.001684523,0.0007530451,0.008387188,0.0001519354,0.002604977],"genre_scores_gemma":[0.9832115,0.007908007,0.001378324,0.0003786853,0.0004477194,0.00002311512,0.00659991,0.00002471835,0.0000280849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7866876,"threshold_uncertainty_score":0.3764319,"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."}}