{"id":"W2085210390","doi":"10.1097/sla.0b013e31825efe87","title":"Do Micropauses Prevent Surgeon's Fatigue and Loss of Accuracy Associated With Prolonged Surgery? An Experimental Prospective Study","year":2012,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Prospective cohort study; Surgery; Visual analogue scale","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001998032,0.0003236424,0.0008775366,0.0003075437,0.00009509889,0.00002238146,0.0001280108,0.0001914186,0.0002616109],"category_scores_gemma":[0.0003872097,0.000270682,0.0001611267,0.0004933195,0.000262509,0.000481593,0.00005733011,0.0002160346,0.000005958468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001857031,"about_ca_system_score_gemma":0.00006839571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003069517,"about_ca_topic_score_gemma":0.00002759381,"domain_scores_codex":[0.997116,0.000701014,0.0007471452,0.0004329588,0.000365021,0.0006378619],"domain_scores_gemma":[0.9961436,0.002115499,0.0007574373,0.0004709285,0.0003012882,0.0002112183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007499765,0.008492586,0.9755289,0.00001179565,0.001181488,0.00004113866,0.009112269,0.000001279254,0.0003622894,0.00006927421,0.001445638,0.003003343],"study_design_scores_gemma":[0.0005898222,0.0004556935,0.9681597,0.0003298763,0.0001010233,0.00001064873,0.00427152,2.631741e-7,0.02568932,0.00001114604,0.00001932923,0.0003616443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947666,0.003605288,0.000002711947,0.00007130991,0.000385913,0.0008085828,0.000047643,0.0000580216,0.0002539624],"genre_scores_gemma":[0.999522,0.00006886936,0.000008301334,0.00005577799,0.00006723111,0.0001501113,0.00003902204,0.00005275206,0.00003592439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02532703,"threshold_uncertainty_score":0.9999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1973045278612559,"score_gpt":0.390680120722384,"score_spread":0.1933755928611281,"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."}}