{"id":"W2021750853","doi":"10.1097/00000542-200107000-00011","title":"The Validity of Performance Assessments Using Simulation","year":2001,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Reliability engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002857585,0.00006043121,0.0001310903,0.0000454488,0.0001426916,0.000002892835,0.00005433273,0.00007607524,0.00006008919],"category_scores_gemma":[0.00008356901,0.00004307726,0.00003029849,0.0001421965,0.00007431841,0.00004160367,0.000007091996,0.00008106148,0.00001173883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006355756,"about_ca_system_score_gemma":0.0001882567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004596528,"about_ca_topic_score_gemma":0.00000128101,"domain_scores_codex":[0.9992779,0.0001105004,0.0002471639,0.0001093538,0.0001122623,0.0001428257],"domain_scores_gemma":[0.9985639,0.0007742801,0.0001242829,0.0002485563,0.0002477463,0.00004116338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007874281,0.00002865703,0.9824926,0.00002428156,0.000005609641,0.000001682245,0.00009837229,0.0139862,0.000131315,0.0000597921,0.00001067024,0.003082073],"study_design_scores_gemma":[0.0002103544,0.0002403244,0.9121096,0.00002197814,0.0000179684,0.00003505704,0.0001305526,0.08499911,0.0002325721,0.0001039835,0.001862513,0.00003604714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99892,0.00006232515,0.0002232239,0.0002468211,0.000171948,0.0002004156,3.067981e-7,0.00001868616,0.0001562265],"genre_scores_gemma":[0.9990433,0.00004622219,0.000379404,0.0003023415,0.0001234319,0.000006615406,0.00001196297,0.000008440072,0.00007824211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07101291,"threshold_uncertainty_score":0.175664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1733069551089864,"score_gpt":0.452082431558986,"score_spread":0.2787754764499996,"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."}}