{"id":"W4402972940","doi":"10.1016/j.sleep.2024.09.044","title":"Prevalence of insomnia and use of sleep aids among adults in Canada","year":2024,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Queen's University; Concordia University; Royal Ottawa Mental Health Centre; Institut Universitaire de Gériatrie de Montréal; McGill University; Children's Hospital of Eastern Ontario; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Toronto Metropolitan University; Bibliothèque et Archives nationales du Québec; Université Laval","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Wellcome Trust; Boehringer Ingelheim","keywords":"Insomnia; Sleep (system call); Medicine; Psychiatry; Psychology; Computer science","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":[0.0005206061,0.0002443824,0.0002824081,0.001788005,0.001478161,0.0007000757,0.0006995128,0.0003059705,0.001476032],"category_scores_gemma":[0.001274086,0.0002771301,0.0004967161,0.002938628,0.0003769076,0.0002624749,0.0005518189,0.0003950935,0.0001524344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01312961,"about_ca_system_score_gemma":0.01721706,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9943547,"about_ca_topic_score_gemma":0.9947847,"domain_scores_codex":[0.9991915,0.00003298674,0.00006271496,0.00007992332,0.0004354169,0.0001974889],"domain_scores_gemma":[0.998879,0.00003630646,0.0002682027,0.00001461094,0.0005754931,0.0002263826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003545437,0.00001943364,0.9944139,0.0000685272,0.00003870392,0.00005041837,0.0003838505,0.00004618054,0.0001117613,0.00003459646,0.000810588,0.003986608],"study_design_scores_gemma":[0.000003951315,0.00001288297,0.9989605,0.00003007213,0.00001115084,0.00004618579,0.0003651335,0.00009290968,0.00001989976,0.000005775309,0.0004475506,0.000004003783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861621,0.002125193,0.0001210164,0.0003730639,0.00001630215,0.00009630124,0.007246162,0.00001822868,0.003841668],"genre_scores_gemma":[0.9957581,0.001306214,0.0002669892,0.000116096,0.000007628928,0.00002812315,0.001770608,0.000002606887,0.0007437224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01312961,"threshold_uncertainty_score":0.09526241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009117375859765246,"score_gpt":0.2494934891211942,"score_spread":0.2403761132614289,"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."}}