{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004126512,0.0001881989,0.0002673319,0.001075586,0.002364436,0.000823625,0.0004655418,0.0002802593,0.00185508],"category_scores_gemma":[0.001018678,0.0002175874,0.0003138507,0.00177666,0.00043437,0.0002187477,0.0006109728,0.0005080057,0.0001572493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005869357,"about_ca_system_score_gemma":0.0101274,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9623238,"about_ca_topic_score_gemma":0.9767674,"domain_scores_codex":[0.9995481,0.00003394692,0.00003104634,0.00004480754,0.0001799459,0.0001620101],"domain_scores_gemma":[0.998768,0.0000839465,0.0002151784,0.00002117704,0.0004520731,0.0004596389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000166713,0.00001932773,0.9980249,0.000009698687,0.000009073259,0.00005297023,0.0003407691,0.00001292487,0.00008799284,0.000009796769,0.0001586565,0.001257211],"study_design_scores_gemma":[8.940252e-7,0.00001485931,0.9984957,0.000007632049,0.00000449966,0.00003106098,0.001241261,0.000061058,0.00001755967,0.000003691259,0.0001194574,0.000002270166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987632,0.0001378883,0.00001710011,0.00008014189,0.00000354453,0.000008814468,0.0003856574,0.000001555537,0.0006021158],"genre_scores_gemma":[0.9991986,0.0001666827,0.00003811289,0.00003472059,0.000003149403,0.000005108731,0.0002221254,8.242707e-7,0.0003306372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03767622,"threshold_uncertainty_score":0.07579613,"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."}}