{"id":"W4281250962","doi":"10.1016/j.jadr.2022.100370","title":"Rhythmicity of sleep and clinical outcomes in major depressive disorder: A CAN-BIND-1 report","year":2022,"lang":"en","type":"article","venue":"Journal of Affective Disorders Reports","topic":"Sleep and related disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Krembil Foundation; McMaster University; Queen's University; University of British Columbia; Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"Janssen Pharmaceuticals; Takeda Canada; H. Lundbeck A/S; Mitacs; Servier; Lundbeckfonden; Otsuka America; Government of Ontario; Ontario Mental Health Foundation; Allergan; Canadian Network for Mood and Anxiety Treatments; U.S. Department of Defense; Canadian Institutes of Health Research; Sunovion; Flinn Foundation; Faculty of Science, Agriculture and Engineering, Newcastle University; Ontario Brain Institute; Ministry of Health -Singapore; Pfizer","keywords":"Major depressive disorder; Depression (economics); Logistic regression; Escitalopram; Rating scale; Internal medicine; Psychology; Hamilton Rating Scale for Depression; Psychiatry; Medicine; Anxiety; Cognition; Antidepressant; Developmental psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001975415,0.0002867654,0.001014801,0.0005687054,0.0001718618,0.00001290833,0.0001793009,0.0002123972,0.0003161763],"category_scores_gemma":[0.001111638,0.0002468713,0.0005245804,0.000554823,0.0002922931,0.0001257545,0.0001869439,0.001217093,7.629303e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001090705,"about_ca_system_score_gemma":0.0001893572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908917,"about_ca_topic_score_gemma":0.001513924,"domain_scores_codex":[0.9956594,0.0007405065,0.002110545,0.0005180643,0.0005864742,0.0003849813],"domain_scores_gemma":[0.9954883,0.0007050887,0.00299719,0.000465009,0.0001868379,0.0001575923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004609084,0.002183144,0.9692866,0.00001400917,0.001735535,0.007585047,0.001925837,0.0003907637,0.00002088867,0.00007387422,0.0004936443,0.01582972],"study_design_scores_gemma":[0.005367198,0.001156667,0.9739652,0.0000283205,0.0004148583,0.00804353,0.006570207,0.00002340159,0.00001296593,0.002943404,0.001176232,0.0002980366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904796,0.002581938,0.0002427474,0.0006843734,0.002410347,0.00060699,0.00001150682,0.00001611796,0.002966311],"genre_scores_gemma":[0.9992418,0.0002067054,0.00007386637,0.0001199463,0.00004228819,0.00004404458,0.000007046663,0.00004143953,0.0002228486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01553168,"threshold_uncertainty_score":0.9999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009254295265377483,"score_gpt":0.3164832611308799,"score_spread":0.3072289658655025,"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."}}