{"id":"W4401257330","doi":"10.3389/fpsyg.2024.1396579","title":"The differing relationships between academic discipline, sleep hygiene, and dysfunctional sleep attitudes on sleep quality and duration in Canadian university students","year":2024,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Sleep and related disorders","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Waterloo","funders":"","keywords":"Dysfunctional family; Sleep hygiene; Psychology; Sleep quality; Sleep (system call); Duration (music); Hygiene; Clinical psychology; Developmental psychology; Medical education; Psychiatry; Insomnia; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001125844,0.0002641701,0.0003572568,0.001187639,0.00252505,0.001037912,0.0007121416,0.0003419143,0.002523608],"category_scores_gemma":[0.004458443,0.000217659,0.0005358288,0.002413252,0.0007554096,0.0002515669,0.0007579409,0.0006257399,0.0001452993],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009628176,"about_ca_system_score_gemma":0.01581773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9549038,"about_ca_topic_score_gemma":0.9735729,"domain_scores_codex":[0.9989572,0.000115344,0.00005061019,0.0001067654,0.0004107413,0.0003593483],"domain_scores_gemma":[0.9968907,0.0003920661,0.0006679387,0.00008193608,0.0009257153,0.00104154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000415359,0.00003824259,0.9931377,0.0000222083,0.00002635639,0.00002238,0.001375001,0.00003639555,0.0001185163,0.00007557596,0.0001966388,0.004909406],"study_design_scores_gemma":[0.000001062615,0.00001272941,0.9988185,0.000009456381,0.000005781904,0.000007697074,0.00091361,0.00004574519,0.00001631853,0.000009098243,0.0001569672,0.00000304042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997852,0.0003553416,0.00003493152,0.0001908423,0.000007432464,0.000008834497,0.0002450378,0.000002047187,0.001303625],"genre_scores_gemma":[0.9991099,0.0002582116,0.00005856739,0.000048834,0.000006043,0.00000407948,0.0001355663,0.00000123875,0.0003774053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9903718,"threshold_uncertainty_score":0.0907234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03485141275845473,"score_gpt":0.3482429881141437,"score_spread":0.313391575355689,"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."}}