{"id":"W2969022894","doi":"10.1101/19003194","title":"Insomnia, excessive daytime sleepiness, anxiety, depression and socioeconomic status among customer service employees in Canada","year":2019,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network; Hôpital du Sacré-Cœur de Montréal; Douglas Mental Health University Institute; Université du Québec à Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Fonds de Recherche du Québec - Santé","keywords":"Insomnia; Anxiety; Depression (economics); Socioeconomic status; Population; Psychology; Excessive daytime sleepiness; Psychiatry; Clinical psychology; Medicine; Sleep disorder; Environmental health","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002597763,0.0005879326,0.0008012904,0.0002613641,0.00008975575,0.00006559613,0.0006138486,0.0008684574,0.001575691],"category_scores_gemma":[0.00002559752,0.0005890522,0.00008636051,0.0001949771,0.00009189153,0.0001454485,0.000832179,0.001699661,0.00063441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005920932,"about_ca_system_score_gemma":0.0008559133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9010222,"about_ca_topic_score_gemma":0.8690324,"domain_scores_codex":[0.9966477,0.0003098547,0.0007151354,0.00124453,0.0002471209,0.0008356525],"domain_scores_gemma":[0.9978721,0.0002115551,0.0005013916,0.001044346,0.00009942185,0.0002712016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006006414,0.00006799331,0.9844844,0.00007188065,0.0002378186,0.00006535732,0.002000662,0.001530108,0.00001365878,0.00001794563,0.003783839,0.007666301],"study_design_scores_gemma":[0.001400437,0.00001102855,0.9946524,0.0005281219,0.00009268032,0.000003615543,0.0005908785,0.0002262378,0.00004648249,0.00006653321,0.001674178,0.0007074391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854475,0.003338726,0.00001024928,0.000294541,0.003575214,0.0007506543,0.0001430036,0.00007293691,0.006367128],"genre_scores_gemma":[0.9978485,0.0005859701,0.00003950924,0.0005921695,0.0001760126,0.0001999925,0.0002102616,0.0001145745,0.0002330124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03198981,"threshold_uncertainty_score":0.9996561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128712614004878,"score_gpt":0.2540461223777538,"score_spread":0.242758996237705,"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."}}