{"id":"W3193952991","doi":"10.1093/sleep/zsab216","title":"Evening-types show highest increase of sleep and mental health problems during the COVID-19 pandemic—multinational study on 19 267 adults","year":2021,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and related disorders","field":"Psychology","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Toronto Western Hospital; University of Toronto; University Health Network","funders":"Peking University People's Hospital; Novo Nordisk Fonden; Peking University; Academy of Finland; Mississippi State University","keywords":"Coronavirus disease 2019 (COVID-19); Evening; Pandemic; 2019-20 coronavirus outbreak; Mental health; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sleep (system call); Psychiatry; Multinational corporation; Psychology; Medicine; Virology; Political science; Disease; Outbreak; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.000408947,0.000182249,0.0002305867,0.0001009897,0.0003425723,0.00001873391,0.0001569071,0.0001076921,0.0004115296],"category_scores_gemma":[0.0001612168,0.0001373802,0.00006599048,0.0002395165,0.0001173141,0.0000455472,0.00009572912,0.0002927225,0.00003082058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117894,"about_ca_system_score_gemma":0.00007768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083699,"about_ca_topic_score_gemma":0.0006796569,"domain_scores_codex":[0.9981686,0.0004237162,0.0003667254,0.0004399856,0.00030344,0.0002975546],"domain_scores_gemma":[0.9990069,0.0002253988,0.0001950475,0.0003056342,0.00005603402,0.0002109606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007392062,0.002608285,0.9548321,0.0001266522,0.000805165,0.00004761239,0.03377609,0.0005482833,0.0001359381,0.0008000191,0.001573835,0.004006804],"study_design_scores_gemma":[0.02831266,0.001545403,0.909814,0.000148734,0.0002111139,0.0003167855,0.04464461,0.0005614199,0.00005972451,0.0004718786,0.01325068,0.0006630138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898273,0.002838137,0.00001550623,0.005093551,0.0004757569,0.0007706978,0.00005518944,0.00006714826,0.0008567407],"genre_scores_gemma":[0.9979875,0.0001065202,0.0000247865,0.001195943,0.00006310573,0.00006552753,0.00007719354,0.00002346888,0.0004559186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04501813,"threshold_uncertainty_score":0.5602201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02192158053743152,"score_gpt":0.3140752192484451,"score_spread":0.2921536387110136,"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."}}