{"id":"W4223435018","doi":"10.1016/j.sleh.2022.02.001","title":"Economic burden of insufficient sleep duration in Canadian adults","year":2022,"lang":"en","type":"article","venue":"Sleep Health","topic":"Sleep and related disorders","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Institut Universitaire en Santé Mentale de Québec; Université Laval; Université de Montréal; Hôpital du Sacré-Cœur de Montréal; Agricultural Research Institute of Ontario; University of Ottawa","funders":"Canadian Institutes of Health Research; CHEO Research Institute","keywords":"Duration (music); Sleep (system call); Audiology; Medicine; Psychology; Demography; Gerontology; Computer science; Art; Sociology","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":[0.000527073,0.0003616463,0.0004098376,0.00218632,0.002805615,0.002127511,0.00101238,0.0009846457,0.006104091],"category_scores_gemma":[0.004011528,0.0003505574,0.001296613,0.006845061,0.0006342318,0.0005451007,0.001161532,0.001867084,0.0002463615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05359511,"about_ca_system_score_gemma":0.06188164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9965727,"about_ca_topic_score_gemma":0.9978508,"domain_scores_codex":[0.9987879,0.0000763838,0.00008287129,0.00007034826,0.000369767,0.0006126842],"domain_scores_gemma":[0.997219,0.000123881,0.0006575026,0.00004026201,0.0009164229,0.001042994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004808183,0.0001383719,0.9566278,0.0002024219,0.0003554469,0.0006978725,0.001053615,0.0006219317,0.0001275792,0.002524233,0.01659465,0.02057526],"study_design_scores_gemma":[0.00003256952,0.00003395883,0.9904611,0.0002208581,0.0001052219,0.0002077237,0.003112082,0.0005358544,0.00002006816,0.0001641145,0.005068534,0.00003809677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462097,0.008355126,0.00007400045,0.01162471,0.0002395432,0.00007158532,0.01952869,0.00001349234,0.01388318],"genre_scores_gemma":[0.9888899,0.005254372,0.0001118042,0.0006870923,0.00007664568,0.00002012115,0.003064183,0.000005194686,0.001890799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05359511,"threshold_uncertainty_score":0.3888615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008649911883034135,"score_gpt":0.2746866638249421,"score_spread":0.2660367519419079,"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."}}