{"id":"W4407929489","doi":"10.1098/rspb.2024.2319","title":"Are humans facing a sleep epidemic or enlightenment? Large-scale, industrial societies exhibit long, efficient sleep yet weak circadian function","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Royal Society B Biological Sciences","topic":"Sleep and related disorders","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Circadian rhythm; Actigraphy; Sleep (system call); Population; Psychology; Biology; Medicine; Neuroscience; Environmental health; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006592149,0.0001518812,0.0002503466,0.0003819661,0.0006590079,0.001307912,0.0002555175,0.0004294002,0.002261332],"category_scores_gemma":[0.002998145,0.0001280549,0.0001565462,0.0005262345,0.001518892,0.00147728,0.0007850493,0.0008412825,0.0003228379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003041255,"about_ca_system_score_gemma":0.0003702336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005664607,"about_ca_topic_score_gemma":0.009099106,"domain_scores_codex":[0.9997644,0.00008004592,0.00001054723,0.00005849469,0.00002995011,0.00005663399],"domain_scores_gemma":[0.998996,0.0001884211,0.0004454564,0.0001092146,0.0000843538,0.0001766144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000289556,0.0001322621,0.9058063,0.0001191996,0.0001958171,0.0003533764,0.01042006,0.0002598751,0.003209598,0.002382753,0.005204649,0.07162654],"study_design_scores_gemma":[0.000007756741,0.0001971518,0.9745986,0.00006873976,0.00003539159,0.0002863709,0.01370294,0.0002724844,0.0002272898,0.004225587,0.006357335,0.00002030166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869197,0.001455465,0.0005746725,0.008130331,0.00007349763,0.00000844987,0.0001616366,0.000009950466,0.002666355],"genre_scores_gemma":[0.9959612,0.001361907,0.0002730358,0.001611831,0.0001111216,0.000009036305,0.0001074415,0.000004331281,0.0005600232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005664607,"threshold_uncertainty_score":0.01126331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03699341901258315,"score_gpt":0.2832453432802831,"score_spread":0.2462519242676999,"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."}}