{"id":"W2001592492","doi":"10.1111/j.1365-2923.2007.02963.x","title":"Differences in the perceived impact of sleep deprivation among surgical and non‐surgical residents","year":2008,"lang":"en","type":"article","venue":"Medical Education","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Manitoba; The Wilson Centre; University of Toronto","funders":"","keywords":"Sleep deprivation; Epworth Sleepiness Scale; Medicine; Scale (ratio); Sleep (system call); Gerontology; Physical therapy; Psychiatry; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004149147,0.000100681,0.0001743464,0.0001082045,0.00007014295,0.000008864733,0.0001871813,0.0002415039,0.001256583],"category_scores_gemma":[0.0002790503,0.00006230353,0.0000582027,0.0002835696,0.0002837334,0.00006527583,0.00001846925,0.0003280587,0.00002238853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003125016,"about_ca_system_score_gemma":0.0001482137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002492514,"about_ca_topic_score_gemma":0.00006274059,"domain_scores_codex":[0.9986171,0.0002991182,0.0003139436,0.0002033671,0.0003907328,0.0001757329],"domain_scores_gemma":[0.9992251,0.0003672258,0.00008400503,0.000190012,0.00003834788,0.00009528609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005930375,0.0004793902,0.9743038,0.000001978621,0.00002499408,0.00003693029,0.00771547,6.485616e-7,0.000001990738,0.0002061972,0.001773315,0.01539603],"study_design_scores_gemma":[0.000835309,0.00008801888,0.9980829,0.00008704047,0.00001207143,0.00007230052,0.0005927561,0.00008332261,0.000001561644,0.00004998149,0.00002681328,0.00006795466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950308,0.0003460768,0.00001266464,0.0008938852,0.0003117446,0.0001758999,7.392634e-7,0.00001063795,0.003217593],"genre_scores_gemma":[0.9994644,0.0001404645,0.00001276243,0.00007805754,0.0001600895,0.00004038439,0.00002298678,0.000006338361,0.00007454641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02377912,"threshold_uncertainty_score":0.9996564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924751878946723,"score_gpt":0.3338949191015816,"score_spread":0.3146474003121144,"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."}}