{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01627615,0.000268906,0.000483371,0.002736976,0.000531922,0.00165563,0.0009330742,0.0003395887,0.0009610737],"category_scores_gemma":[0.04731983,0.0002995712,0.0008616253,0.004131121,0.0005526414,0.0006954289,0.001762031,0.0005127914,0.0001727662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587053,"about_ca_system_score_gemma":0.001560637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09722313,"about_ca_topic_score_gemma":0.1199963,"domain_scores_codex":[0.9813932,0.009727914,0.002105339,0.00185635,0.004077412,0.000839839],"domain_scores_gemma":[0.962554,0.01515312,0.01343332,0.003384742,0.004800768,0.0006740857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006188752,0.00001290742,0.9974221,0.00004317439,0.0001944277,0.00001185509,0.0002633015,0.00008371864,0.00006237606,0.00007089974,0.0001326652,0.001640798],"study_design_scores_gemma":[0.000006590326,0.00002774658,0.9985831,0.00004223559,0.00004953018,0.000041892,0.0003449375,0.0004403222,0.00008683487,0.00005300865,0.0003190617,0.000004721127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880546,0.000606096,0.002352693,0.0001849645,0.00002009522,0.0001530438,0.00675372,0.00001441234,0.0018603],"genre_scores_gemma":[0.9946432,0.0001705473,0.001153101,0.00007243086,0.00001305737,0.0001287915,0.003643154,0.00000615903,0.0001695526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09722313,"threshold_uncertainty_score":0.1933144,"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."}}