{"id":"W2610074273","doi":"10.1177/0194599817697946","title":"Error Detection–Based Model to Assess Educational Outcomes in Crisis Resource Management Training: A Pilot Study","year":2017,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; McGill University","funders":"","keywords":"Training (meteorology); Crisis management; Computer science; Psychology; Management; Geography; Economics","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":[0.009600874,0.001295285,0.001036712,0.001085278,0.0004427911,0.000967567,0.001122235,0.001425376,0.001681167],"category_scores_gemma":[0.02627161,0.0004102411,0.001255115,0.0005182348,0.0004435636,0.00146534,0.001194794,0.001438478,0.0002548803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419074,"about_ca_system_score_gemma":0.001425696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0127422,"about_ca_topic_score_gemma":0.005202661,"domain_scores_codex":[0.9980813,0.001136851,0.0001534118,0.0003070175,0.000148811,0.0001725698],"domain_scores_gemma":[0.9695209,0.0247122,0.001169154,0.001260687,0.002776039,0.0005610647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0100139,0.01598027,0.2481674,0.0003354189,0.000786486,0.0003821092,0.0009881721,0.6267242,0.00339525,0.001573394,0.0008894698,0.09076386],"study_design_scores_gemma":[0.0001316515,0.003063168,0.01150834,0.00001016514,0.00008516359,0.00002464357,0.0001470088,0.98395,0.0007528418,0.0002331804,0.00007309529,0.00002064801],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757149,0.00005041384,0.0231993,0.0000776583,0.00002660268,0.0003705114,0.0001195115,0.0001029964,0.0003380983],"genre_scores_gemma":[0.9890165,0.0000277677,0.01035752,0.00001658461,0.000006451884,0.0002405967,0.0001213645,0.000006379351,0.0002068074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0127422,"threshold_uncertainty_score":0.05077487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3004491541213625,"score_gpt":0.4820558833115409,"score_spread":0.1816067291901783,"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."}}