{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004418122,0.0002812167,0.0007736216,0.0001523494,0.0001493297,0.000003018042,0.0003135079,0.0001309102,0.002881019],"category_scores_gemma":[0.0005024432,0.0001679627,0.000102519,0.0002494008,0.0001752615,0.0000589494,0.0003006401,0.0003502266,0.00001011276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002524985,"about_ca_system_score_gemma":0.00002083241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125293,"about_ca_topic_score_gemma":0.00001122119,"domain_scores_codex":[0.9967176,0.0001760693,0.0008855753,0.0009927903,0.0009405021,0.0002874698],"domain_scores_gemma":[0.9972199,0.0002502482,0.0003778638,0.001829456,0.00005526397,0.0002672463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001872519,0.003780243,0.9030735,0.00002109604,0.0002320548,0.002751722,0.0003325057,0.00001542997,0.0254896,0.000008288286,0.00670823,0.05571484],"study_design_scores_gemma":[0.01261421,0.005288265,0.9683065,0.0001110089,0.0005881515,0.001043759,0.0002642562,0.0004114348,0.0005982335,0.0001444559,0.01049849,0.0001311799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866683,0.001194597,0.0002938436,0.005481265,0.001278869,0.0009716967,0.0007611122,0.0002092517,0.003141051],"genre_scores_gemma":[0.9920594,0.00009279222,0.001723878,0.0004727553,0.0004891378,0.0001808054,0.004004812,0.0000276795,0.0009487318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06523307,"threshold_uncertainty_score":0.9980305,"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."}}