{"id":"W3207056408","doi":"10.1371/journal.pmed.1003782","title":"Association of accelerometer-derived sleep measures with lifetime psychiatric diagnoses: A cross-sectional study of 89,205 participants from the UK Biobank","year":2021,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Public Health Ontario; University of Toronto; Sunnybrook Health Science Centre; Centre for Addiction and Mental Health","funders":"Medical Research Council; Natural Sciences and Engineering Research Council of Canada; Krembil Foundation; Canadian Institutes of Health Research; Kavli Foundation","keywords":"Bedtime; Medicine; Cohort; Psychiatry; Cross-sectional study; Psychology; Bipolar disorder; Cohort study; Mood; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004601265,0.000182654,0.0004499332,0.0001142585,0.0001059154,0.00001224564,0.0002394503,0.000182485,0.00335708],"category_scores_gemma":[0.0008990028,0.0001093642,0.00007007261,0.0007714005,0.0001582118,0.00004240094,0.00003922269,0.0002902762,0.00003015959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000038469,"about_ca_system_score_gemma":0.00005283366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778147,"about_ca_topic_score_gemma":0.001069671,"domain_scores_codex":[0.9974322,0.0003983635,0.0006669461,0.0003754422,0.0008274877,0.0002995159],"domain_scores_gemma":[0.9973661,0.001180772,0.0005187607,0.0004572276,0.000393191,0.00008391158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003496571,0.002829439,0.9802548,0.000009618115,0.004593195,0.00001294812,0.008049556,0.00003784155,0.001783645,0.00001042725,0.001705514,0.000363374],"study_design_scores_gemma":[0.008111827,0.001153549,0.982387,0.00005775263,0.001287863,0.000002212173,0.006244856,0.00001715391,0.0004634866,0.0000914505,0.00006610378,0.0001167335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936956,0.002702092,0.0000342171,0.0009995869,0.00097361,0.0004697072,0.00003398349,0.00003379495,0.001057412],"genre_scores_gemma":[0.9989533,0.0001437284,0.00003222387,0.0002443425,0.0003011006,0.00008292324,0.00004072208,0.0000241945,0.0001774316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007762169,"threshold_uncertainty_score":0.997554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05106194915645805,"score_gpt":0.3241743928041086,"score_spread":0.2731124436476506,"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."}}