{"id":"W4412627160","doi":"10.1080/0142159x.2025.2533407","title":"Hidden identity simulation: Using secret character roles to practice navigating event medical team dynamics","year":2025,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of British Columbia; University of Calgary","funders":"","keywords":"Character (mathematics); Identity (music); Dynamics (music); Event (particle physics); Computer science; Psychology; Aesthetics; Art; Mathematics; Pedagogy","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":[0.00504305,0.0009529237,0.0003106443,0.0007268154,0.0009684238,0.001998098,0.001878816,0.001085433,0.00649743],"category_scores_gemma":[0.01148874,0.0004307564,0.0007321112,0.0002466374,0.001465156,0.001901681,0.005154796,0.001214706,0.001575193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008146491,"about_ca_system_score_gemma":0.001994549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000667665,"about_ca_topic_score_gemma":0.001695448,"domain_scores_codex":[0.996689,0.0023569,0.000101812,0.0001994839,0.0003164874,0.000336328],"domain_scores_gemma":[0.9956398,0.001703344,0.0002961133,0.0004491803,0.0002026129,0.001708888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003022793,0.02340407,0.03916862,0.002493453,0.0002052123,0.003299749,0.09202912,0.01313216,0.02818009,0.0111018,0.025039,0.7589239],"study_design_scores_gemma":[0.006087153,0.06789435,0.08211908,0.005745834,0.0007622548,0.01920387,0.1472852,0.1208167,0.06023097,0.05075585,0.4376479,0.001450855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8575469,0.0003881521,0.110762,0.00423423,0.0003824461,0.001889062,0.0001229086,0.001356613,0.0233177],"genre_scores_gemma":[0.8371502,0.0006124045,0.1549434,0.0005999912,0.00005791081,0.001097486,0.0001483692,0.0001070649,0.005283234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00649743,"threshold_uncertainty_score":0.02667052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03132438554177682,"score_gpt":0.4593854472077297,"score_spread":0.4280610616659529,"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."}}