{"id":"W2790298614","doi":"10.1016/j.resuscitation.2018.03.019","title":"Impact of night shifts on emergency medicine resident resuscitation performance","year":2018,"lang":"en","type":"article","venue":"Resuscitation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Kingston General Hospital; University of Calgary; Alberta Health Services; Queen's University","funders":"","keywords":"Medicine; Resuscitation; Emergency medicine; Medical emergency; Cardiopulmonary resuscitation; Emergency medical services","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006736362,0.0002472051,0.0002354214,0.0001985186,0.0006181502,0.001031827,0.0003982423,0.0005258549,0.006123469],"category_scores_gemma":[0.005630007,0.0001109737,0.0004532775,0.0001498621,0.0003356607,0.000418057,0.001053994,0.0006170024,0.0007146363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001037453,"about_ca_system_score_gemma":0.001889039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008417912,"about_ca_topic_score_gemma":0.01238962,"domain_scores_codex":[0.9992976,0.0002376698,0.00003907476,0.00005099075,0.0001190044,0.000255598],"domain_scores_gemma":[0.9958974,0.001098791,0.0005823908,0.0001496001,0.0005152859,0.001756571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01495145,0.005410827,0.8854517,0.0002225458,0.0006165887,0.0008469573,0.002710217,0.006517588,0.007106394,0.0007792899,0.005390971,0.0699956],"study_design_scores_gemma":[0.00007102088,0.002459956,0.9895507,0.00006258527,0.00007815516,0.00007768559,0.003540902,0.001627795,0.0009538575,0.000274522,0.00127279,0.0000299325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982337,0.00005469435,0.00005291213,0.0002414301,0.00004274054,0.00000447451,0.0001092878,0.000004845034,0.001255942],"genre_scores_gemma":[0.9991232,0.00004640096,0.0000548145,0.00003751932,0.00002183204,0.000004993786,0.0001192707,0.000003180155,0.0005887991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008417912,"threshold_uncertainty_score":0.0204851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05917064087102288,"score_gpt":0.4193612841305885,"score_spread":0.3601906432595656,"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."}}