{"id":"W2164877048","doi":"10.4300/jgme-d-14-00180.1","title":"The Perceived Effect of Duty Hour Restrictions on Learning Opportunities in the Intensive Care Unit","year":2015,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intensive care unit; Duty; Unit (ring theory); MEDLINE; Medicine; Psychology; Medical education; Computer science; Intensive care medicine; Biology; Mathematics education; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001355898,0.00008056094,0.0002217418,0.0001498216,0.0001007855,0.00001447488,0.0001404031,0.00004753922,0.00001725561],"category_scores_gemma":[0.01654429,0.00003410611,0.00009847867,0.0001991114,0.0001109878,0.00004908898,0.00001424769,0.0007410011,0.000002971027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000843101,"about_ca_system_score_gemma":0.001717026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009697105,"about_ca_topic_score_gemma":0.00001327085,"domain_scores_codex":[0.9983034,0.0004040538,0.0003747008,0.00005431205,0.0007561591,0.0001074301],"domain_scores_gemma":[0.9976164,0.0006696942,0.0002406754,0.000121384,0.001080462,0.0002713459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001860786,0.000810858,0.4059173,0.000249196,0.0002058923,0.0003212404,0.09608284,0.00007357312,0.0000913797,0.001291265,0.0718879,0.4212078],"study_design_scores_gemma":[0.001752905,0.004274631,0.5960497,0.001141606,0.0001623827,0.0004477018,0.3740029,0.00008912213,0.0000779262,0.0002318484,0.02169534,0.00007391332],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438914,0.0004776829,0.000003793919,0.053708,0.0006311741,0.0001354115,3.688677e-7,0.000003655108,0.001148522],"genre_scores_gemma":[0.997768,0.0006858657,0.0000150104,0.000881666,0.0002575275,0.000005082455,0.000005410255,0.000006702267,0.0003747225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4211338,"threshold_uncertainty_score":0.9917397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1083875764094985,"score_gpt":0.3865143078666751,"score_spread":0.2781267314571766,"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."}}