{"id":"W4404140420","doi":"10.1002/brb3.70126","title":"Identification of Mood Disorders in Self‐Reported Versus Health Administrative Data","year":2024,"lang":"en","type":"article","venue":"Brain and Behavior","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université du Québec en Abitibi-Témiscamingue; Centre hospitalier de l'Université Laval; Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Identification (biology); Mood; Mood disorders; Health data; Psychology; Medicine; Psychiatry; Health care; Anxiety; Political science; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002811409,0.0000750883,0.0001134301,0.00007854914,0.00004226711,0.00002183313,0.0001019231,0.00004388038,0.0001379508],"category_scores_gemma":[0.000008525055,0.00006794997,0.00001416633,0.0001639725,0.0000345265,0.0001149361,0.00003372574,0.00007199139,0.00001510086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003093872,"about_ca_system_score_gemma":0.00004561905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004908835,"about_ca_topic_score_gemma":0.002428323,"domain_scores_codex":[0.9990835,0.00006540358,0.0003315152,0.0003020277,0.00008087148,0.0001366662],"domain_scores_gemma":[0.9994969,0.00008993152,0.00008230137,0.0002738994,0.000005960232,0.0000509906],"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":[0.0005473429,0.005515201,0.1731431,0.0007846709,0.0002289974,0.00007589025,0.01447323,1.127417e-7,0.0008051999,0.008461437,0.006778708,0.7891861],"study_design_scores_gemma":[0.001635239,0.0004406781,0.9945452,0.00005957674,0.00008203852,0.000009406929,0.001874591,0.00006923933,0.0001136056,0.00007746122,0.0009832812,0.0001096611],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948275,0.0006981996,0.00001054046,0.001705622,0.0006953685,0.0005967077,0.0001733274,0.000043378,0.001249362],"genre_scores_gemma":[0.9988664,0.0000648486,0.00004137186,0.00002085108,0.00002058897,0.00009195715,0.0003130489,0.000008286022,0.0005726762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8214021,"threshold_uncertainty_score":0.277092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1482786690724154,"score_gpt":0.4955387786776759,"score_spread":0.3472601096052605,"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."}}