{"id":"W4410247667","doi":"10.3389/feduc.2025.1565920","title":"The impact of sleep, mental health, and gender on academic performance in Canadian university students","year":2025,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Sleep and related disorders","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; McMaster University; University of Waterloo","funders":"","keywords":"Mental health; Sleep (system call); Psychology; Applied psychology; Medical education; Gerontology; Computer science; Psychiatry; 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":[0.001135148,0.0003845292,0.0005151817,0.001107438,0.00272657,0.001365683,0.0008229676,0.000484791,0.002669422],"category_scores_gemma":[0.003584803,0.0001666587,0.0005696233,0.001618309,0.0009463495,0.0003306571,0.0009273673,0.0006374011,0.0001927649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009520274,"about_ca_system_score_gemma":0.0139068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9245298,"about_ca_topic_score_gemma":0.9650602,"domain_scores_codex":[0.9989053,0.00009311814,0.00004305556,0.0001161202,0.0003662959,0.0004761003],"domain_scores_gemma":[0.9977416,0.0002410449,0.0003716252,0.00004946126,0.0004698896,0.001126413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008926062,0.00004909749,0.9904932,0.00002494771,0.00003580602,0.00005712968,0.0009464434,0.00005390206,0.0001337345,0.0001311118,0.0003966153,0.007588629],"study_design_scores_gemma":[0.000001232553,0.0000222106,0.9985071,0.00001567785,0.000008658098,0.00001616238,0.001055103,0.00008620977,0.00002216152,0.00002697071,0.0002333756,0.00000507293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959518,0.0006920078,0.00003863177,0.0004602248,0.00002051232,0.00001245073,0.0005274923,0.000003354765,0.002293559],"genre_scores_gemma":[0.9990609,0.0002349837,0.00004366496,0.00004610229,0.000006478975,0.000003358178,0.0001659188,0.00000139474,0.0004372039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07547021,"threshold_uncertainty_score":0.1518293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008331894404087168,"score_gpt":0.3298377279451264,"score_spread":0.3215058335410392,"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."}}