{"id":"W2742459654","doi":"10.36834/cmej.36948","title":"Time is of the essence: an observational time-motion study of internal medicine residents while they are on duty","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; McGill University; University of Ottawa","funders":"","keywords":"Duty; Documentation; Medicine; Observational study; Workflow; Time allocation; Time management; Medical emergency; Family medicine; Computer science; Internal medicine; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001130273,0.0002705326,0.0003171681,0.001153447,0.0007660774,0.000488384,0.000439055,0.0005141028,0.0007105207],"category_scores_gemma":[0.005924525,0.00031194,0.0003112348,0.0008802279,0.0004912363,0.0005834753,0.0008417579,0.0006510119,0.0002335434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009379552,"about_ca_system_score_gemma":0.001406788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01539869,"about_ca_topic_score_gemma":0.03327212,"domain_scores_codex":[0.9992809,0.000268073,0.00008042136,0.00007847873,0.0001489736,0.000143166],"domain_scores_gemma":[0.9963087,0.0005966671,0.001736981,0.000170214,0.0004649991,0.0007223677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005374779,0.0009008226,0.9795845,0.0000912965,0.00005858029,0.0003252569,0.006953275,0.00008254765,0.001414399,0.00003230526,0.0005756035,0.009444052],"study_design_scores_gemma":[0.00001458594,0.0008577238,0.9955999,0.00001389483,0.000012401,0.0001610567,0.002669904,0.00008435583,0.0001106691,0.00001441811,0.0004496181,0.00001148056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993338,0.0000595502,0.0001241734,0.0000436194,0.000003148037,0.00004882906,0.0001579649,0.000002324781,0.0002267158],"genre_scores_gemma":[0.9985901,0.0001251292,0.000534947,0.00006550236,0.00001763461,0.0001092552,0.0003409828,0.000002667344,0.0002137822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01539869,"threshold_uncertainty_score":0.03061813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263660872367693,"score_gpt":0.3608487696794615,"score_spread":0.3182121609557846,"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."}}