{"id":"W4293037017","doi":"10.1017/s0033291722002124","title":"Prediction of depression treatment outcome from multimodal data: a CAN-BIND-1 report","year":2022,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Treatment of Major Depression","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; University of British Columbia; Foothills Medical Centre; Douglas Mental Health University Institute; University of Toronto; Centre for Addiction and Mental Health; McGill University; Simon Fraser University; University of Ottawa; Royal Ottawa Mental Health Centre; St. Joseph’s Healthcare Hamilton; McMaster University; Queen's University; Hotchkiss Brain Institute; Dalhousie University; University Health Network; University of Calgary; St. Michael's Hospital","funders":"Servier; Vancouver Coastal Health Research Institute; Eisai; Mitacs; Michael Smith Health Research BC; Southeastern Ontario Academic Medical Organization; Allergan; National Institutes of Health; Canadian Network for Mood and Anxiety Treatments; Canada Research Chairs; Government of Ontario; Canadian Institutes of Health Research; Sunovion; Les Laboratories Pierre Fabre; H. Lundbeck A/S; Ontario Research Foundation; Ontario Brain Institute; Pfizer; Institute of Neurosciences, Mental Health and Addiction; Fondation Brain Canada; Bristol-Myers Squibb","keywords":"Major depressive disorder; Neuroimaging; Artificial intelligence; Machine learning; Modality (human–computer interaction); Feature selection; Predictive modelling; Computer science; Escitalopram; Antidepressant; Medicine; Internal medicine; Psychiatry; Cognition","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":[0.02879977,0.002027176,0.001774712,0.002216883,0.001142427,0.00284565,0.002442014,0.002067285,0.004926836],"category_scores_gemma":[0.06943224,0.0008731634,0.003126993,0.002004852,0.001010981,0.001628619,0.003631667,0.002352924,0.001346068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002659773,"about_ca_system_score_gemma":0.003374256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07510915,"about_ca_topic_score_gemma":0.08956049,"domain_scores_codex":[0.9862053,0.008085963,0.0005716087,0.002100743,0.002483966,0.0005524633],"domain_scores_gemma":[0.9456664,0.02937648,0.003260287,0.01232155,0.00732979,0.002045443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009661504,0.001268899,0.7435939,0.001146408,0.01416927,0.0002759163,0.0002175107,0.06892723,0.001081024,0.001654514,0.09177339,0.06623045],"study_design_scores_gemma":[0.002842474,0.003103272,0.5020302,0.0007213122,0.005852129,0.001112812,0.0003933292,0.4441242,0.002702957,0.006468644,0.03020189,0.0004469089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7874987,0.01148493,0.03722028,0.006104147,0.0007514532,0.001356115,0.1461122,0.002587121,0.006885012],"genre_scores_gemma":[0.8194203,0.0008178099,0.02199432,0.001110667,0.0002690242,0.0005066192,0.1542921,0.0003141958,0.001274921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07510915,"threshold_uncertainty_score":0.1523096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2349828035988153,"score_gpt":0.4223547290226469,"score_spread":0.1873719254238316,"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."}}