{"id":"W4307953895","doi":"10.1016/j.sleh.2022.09.010","title":"Economic burden of insomnia symptoms in Canada","year":2022,"lang":"en","type":"article","venue":"Sleep Health","topic":"Sleep and related disorders","field":"Psychology","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Concordia University; Royal Ottawa Mental Health Centre; Institut Universitaire de Gériatrie de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Agricultural Research Institute of Ontario; Toronto Metropolitan University; Queen's University; University of Ottawa","funders":"Fonds de Recherche du Québec - Santé; Natural Sciences and Engineering Research Council of Canada; Eisai; CHEO Research Institute; Concordia University; Weston Family Foundation; Canadian Institutes of Health Research; Jazz Pharmaceuticals","keywords":"Insomnia; Medicine; Indirect costs; Depression (economics); Medical prescription; Health care; Productivity; Cohort; Psychiatry; Environmental health; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001920944,0.00007703091,0.0001929202,0.0001175232,0.00007574001,0.000001442129,0.0001804037,0.00002957555,0.003863401],"category_scores_gemma":[0.000002643553,0.00008479611,0.00002844508,0.0001494189,0.00001901273,0.00001421116,0.00005119164,0.0002620385,0.00004415333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148899,"about_ca_system_score_gemma":0.001226667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.988436,"about_ca_topic_score_gemma":0.9054066,"domain_scores_codex":[0.998862,0.0001692499,0.0003415679,0.0001981336,0.0001054704,0.0003236032],"domain_scores_gemma":[0.9995145,0.00004253698,0.0001233404,0.000231196,0.000004558144,0.00008385559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004716101,0.0006863924,0.4653258,0.0001028796,0.0009318411,0.0001154496,0.03129122,0.08030637,0.0000140843,0.02584421,0.1170011,0.277909],"study_design_scores_gemma":[0.02429716,0.002100338,0.3454721,0.00007013463,0.00009731684,0.0001147564,0.1081471,0.007266089,0.00001981659,0.002189436,0.5088002,0.001425649],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791412,0.002262875,0.000002741722,0.002430473,0.001957178,0.0002324424,0.0000523066,0.00001372277,0.01390706],"genre_scores_gemma":[0.9986212,0.00004132248,0.000006422729,0.0009742655,0.00003126646,0.0000380592,0.00001889004,0.00001475003,0.0002538397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3917991,"threshold_uncertainty_score":0.9970472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007791526981707928,"score_gpt":0.2635834852336664,"score_spread":0.2557919582519584,"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."}}