{"id":"W4321605880","doi":"10.36834/cmej.73692","title":"Simulation vs workplace-based assessment in resuscitation: a cross-specialty descriptive analysis and comparison","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Queen's University","funders":"","keywords":"Specialty; Debriefing; Medical education; Simulation training; Psychology; Medicine; Computer science; Family medicine; Simulation","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":[0.02154454,0.0002747377,0.0008373321,0.00383002,0.0005055385,0.001257489,0.0008171059,0.0005492878,0.003002243],"category_scores_gemma":[0.05645129,0.0003905167,0.001527713,0.002477611,0.0008760781,0.002328617,0.00208767,0.0008310173,0.0003176263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00184359,"about_ca_system_score_gemma":0.001800126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001902057,"about_ca_topic_score_gemma":0.001973704,"domain_scores_codex":[0.9835107,0.007223549,0.003238489,0.001309419,0.003816996,0.0009008599],"domain_scores_gemma":[0.9178863,0.06081034,0.0120625,0.001712591,0.00605703,0.001471283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002552518,0.0006498593,0.9739049,0.0005677778,0.0006427392,0.0001122905,0.006559792,0.0002699211,0.0004262706,0.0003058596,0.0005018422,0.01350619],"study_design_scores_gemma":[0.0001540038,0.003617148,0.9752442,0.0003593333,0.0003194514,0.0002801949,0.01579975,0.00235029,0.0005505165,0.0002824673,0.001003019,0.00003959474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973291,0.0003515333,0.0009452057,0.00006023081,0.00001988739,0.0003685832,0.0003983638,0.0000120693,0.0005150335],"genre_scores_gemma":[0.9982408,0.0001383817,0.0005354054,0.00005121404,0.00001203308,0.000575404,0.0003123457,0.000008863405,0.0001255882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02154454,"threshold_uncertainty_score":0.1139397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04820520897490258,"score_gpt":0.4352611691296089,"score_spread":0.3870559601547063,"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."}}