{"id":"W3189350764","doi":"10.1016/j.sleep.2021.07.035","title":"Insomnia, anxiety, and depression during the COVID-19 pandemic: an international collaborative study","year":2021,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":314,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Université Laval","funders":"Novo Nordisk Fonden","keywords":"Insomnia; Anxiety; Pandemic; Depression (economics); Medicine; Psychiatry; Population; Coronavirus disease 2019 (COVID-19); Demography; Environmental health; Internal medicine; Disease","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000348523,0.0001303184,0.0001618411,0.00007726769,0.000222698,0.00001687993,0.0001872885,0.0001027231,0.001815531],"category_scores_gemma":[0.0003599551,0.00007914811,0.00001781591,0.0003246555,0.0001799167,0.00008360142,0.00009709039,0.0002750634,0.0000184874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004609045,"about_ca_system_score_gemma":0.00003774498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002283784,"about_ca_topic_score_gemma":0.0003778933,"domain_scores_codex":[0.9986508,0.0003163639,0.0002199117,0.0003804874,0.0002601139,0.0001722539],"domain_scores_gemma":[0.9991396,0.000144651,0.00008061335,0.0003342941,0.0001252093,0.0001756052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002033009,0.0004641167,0.944565,0.000005395194,0.0005110083,0.0001513303,0.03948158,0.00002672022,0.0005282748,0.00015805,0.001608474,0.01229673],"study_design_scores_gemma":[0.01877358,0.000367378,0.7100729,0.00003620164,0.0003393984,0.0004935138,0.2162927,0.0000970197,0.00004390464,0.0004011109,0.05280417,0.0002780309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811843,0.003597653,0.00008200659,0.003263145,0.001716835,0.0003467003,0.000007844445,0.00006802624,0.009733471],"genre_scores_gemma":[0.995893,0.000675072,0.00001278784,0.00212385,0.0003604001,0.00004608125,0.00003147457,0.00001482475,0.0008425241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2344921,"threshold_uncertainty_score":0.9990969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02661100087872502,"score_gpt":0.3608023942239291,"score_spread":0.334191393345204,"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."}}