{"id":"W3033389219","doi":"10.4103/jfcm.jfcm_9_20","title":"Prevalence of sleep deprivation and its effect on the performance of family medicine residents in Riyadh, Saudi Arabia","year":2020,"lang":"en","type":"article","venue":"Journal of Family and Community Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sleep deprivation; Odds ratio; Cross-sectional study; Significant difference; Odds; Logistic regression; Demography; Family medicine; Psychiatry; Internal medicine; Cognition","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005307933,0.0001735486,0.0001593477,0.0006220882,0.0003604615,0.0003137259,0.0002830515,0.000216342,0.000996705],"category_scores_gemma":[0.001200794,0.0001438714,0.0002176336,0.0005793358,0.0003054374,0.0002487255,0.0004278484,0.0002277958,0.0001184825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005127762,"about_ca_system_score_gemma":0.0005142468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03126664,"about_ca_topic_score_gemma":0.03208366,"domain_scores_codex":[0.9995617,0.0001461457,0.00006875673,0.00004712516,0.00009496096,0.00008125006],"domain_scores_gemma":[0.9988153,0.0001705311,0.0006127763,0.00003161719,0.0001739147,0.0001959502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002258892,0.00001716872,0.9988509,0.000009674331,0.00001399203,0.00003879339,0.0002436971,0.00000940798,0.00008914396,0.000004243591,0.00002985476,0.0006703509],"study_design_scores_gemma":[8.188802e-7,0.00004995257,0.9991035,0.000007187748,0.000004738414,0.00008173853,0.0006501795,0.00003756842,0.0000226341,0.00000172803,0.00003869087,0.000001210504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996984,0.0001052489,0.000008238139,0.00002457776,0.000001139212,0.000001995005,0.00005061911,4.019712e-7,0.0001092496],"genre_scores_gemma":[0.9998135,0.00007518582,0.00001814096,0.00000769386,0.000002007103,0.000001789645,0.00004632819,1.566515e-7,0.0000351663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03126664,"threshold_uncertainty_score":0.06216925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07064958716733728,"score_gpt":0.3287741974279431,"score_spread":0.2581246102606058,"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."}}