{"id":"W4408051817","doi":"10.36834/cmej.81104","title":"Sleep deprivation and sleep debt among medical students, revisited","year":2025,"lang":"en","type":"editorial","venue":"Canadian Medical Education Journal","topic":"Health and Well-being Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Sleep (system call); Sleep debt; Sleep deprivation; Debt; Psychology; Audiology; Psychiatry; Medicine; Clinical psychology; Computer science; Business; Finance; Cognition","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.007164576,0.001695477,0.003271409,0.003927268,0.003190364,0.006112077,0.00296048,0.01289983,0.004359053],"category_scores_gemma":[0.0336462,0.0008076806,0.001208783,0.003749259,0.002731872,0.00338898,0.001261518,0.01273181,0.00160024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004399344,"about_ca_system_score_gemma":0.007678955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02833541,"about_ca_topic_score_gemma":0.06679311,"domain_scores_codex":[0.9963421,0.0007686687,0.0007148536,0.0005253028,0.001439682,0.0002093378],"domain_scores_gemma":[0.9697795,0.01758927,0.001370745,0.0003655032,0.009167189,0.001727875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000106764,0.00001217059,0.0002829164,0.001557779,0.00005976238,0.000231037,0.0001083157,0.00001473962,0.0000587098,0.000426095,0.9793907,0.01775095],"study_design_scores_gemma":[0.0002374985,0.0001202787,0.008691603,0.0074211,0.000744687,0.0008729182,0.0008851468,0.0002169333,0.00019249,0.001796788,0.9787365,0.0000841216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000226851,0.1538112,0.00003923472,0.1011388,0.7436551,0.00001438792,0.0001169902,0.00001837893,0.0009790238],"genre_scores_gemma":[0.003255067,0.08395966,0.00007190331,0.03345219,0.8759296,0.00003040521,0.0000588383,0.00001970442,0.003222715],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02833541,"threshold_uncertainty_score":0.05634093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006803903488272053,"score_gpt":0.3501997447283037,"score_spread":0.3433958412400317,"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."}}