{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001577183,0.0001203958,0.0002525179,0.0002122229,0.00001029012,0.000001866682,0.0001052776,0.00009537742,0.0007340439],"category_scores_gemma":[0.0001124791,0.00009109897,0.00002204033,0.0003970026,0.0002506161,0.00006557417,0.00002761924,0.0002187497,0.000003461155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000451595,"about_ca_system_score_gemma":0.00006960257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7272637,"about_ca_topic_score_gemma":0.3388139,"domain_scores_codex":[0.9988609,0.00006608807,0.0004034846,0.0002558221,0.0002174433,0.000196274],"domain_scores_gemma":[0.9993233,0.0002518617,0.00007164275,0.000233888,0.00003879937,0.00008047307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002051076,0.000117117,0.8982986,0.0008748363,0.0004057393,0.0002376056,0.008033792,0.00007213043,0.00016946,0.001034304,0.003744961,0.08680639],"study_design_scores_gemma":[0.003540113,0.0005134642,0.9857906,0.002164952,0.0003193379,0.00002187003,0.004047276,0.00198598,0.0001472827,0.0001246143,0.001152758,0.0001917858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822932,0.01407863,0.00002481768,0.0002763324,0.00110927,0.0002082943,0.00001444488,0.00001552721,0.001979413],"genre_scores_gemma":[0.9989797,0.000504465,0.00002289792,0.00009528707,0.00003818969,0.000009887669,0.000005342643,0.00001493525,0.0003292642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3884498,"threshold_uncertainty_score":0.8037266,"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."}}