{"id":"W4400233282","doi":"10.1016/j.sleep.2024.06.029","title":"Associations between bedtime media use and sleep outcomes in an adult population-based cohort","year":2024,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canton de Genève; Hôpitaux Universitaires de Genève; Bundesamt für Gesundheit","keywords":"Bedtime; Cohort; Sleep (system call); Medicine; Demography; Psychology; Gerontology; Psychiatry; Internal medicine; Computer science; Sociology","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":[0.0005813515,0.0003933957,0.0003274888,0.0005632798,0.000358149,0.0005107594,0.000288255,0.000354837,0.001765429],"category_scores_gemma":[0.001064146,0.0002786721,0.000514094,0.0008364437,0.0001923019,0.0003131032,0.000386947,0.0003723451,0.0002477688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199383,"about_ca_system_score_gemma":0.00027723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02460791,"about_ca_topic_score_gemma":0.02647132,"domain_scores_codex":[0.9997489,0.00006417415,0.00002287718,0.00007640728,0.00004050019,0.00004716024],"domain_scores_gemma":[0.9994128,0.00006773917,0.0002462855,0.00008698447,0.00008306259,0.0001032418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007829277,0.0000166534,0.9991506,0.000007843323,0.00007131609,0.00003496734,0.00004188217,0.00001269226,0.0001518638,0.0000045377,0.00007280553,0.000356535],"study_design_scores_gemma":[0.000003863353,0.00003705847,0.9997824,0.00000215913,0.00001878856,0.00003241577,0.00003844918,0.00002382928,0.00001031757,0.000002281827,0.00004771029,7.466665e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982424,0.0001674663,0.00009086515,0.00002686637,0.000006156672,0.00001264741,0.001225226,0.00000439103,0.0002239022],"genre_scores_gemma":[0.9979729,0.0001937571,0.0001207377,0.00003078403,0.0000171184,0.00002989219,0.001383641,0.000002223227,0.0002490174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02460791,"threshold_uncertainty_score":0.04892933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02283536945886001,"score_gpt":0.321916254995854,"score_spread":0.299080885536994,"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."}}