{"id":"W4366816139","doi":"10.1097/acm.0000000000005257","title":"Fostering Adaptive Expertise Through Simulation","year":2023,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Debriefing; Engineering ethics; Task (project management); Computer science; Health care; Complex adaptive system; Psychology; Knowledge management; Engineering; Artificial intelligence; Political science; Social psychology","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":[0.0004201573,0.0001773117,0.0003294521,0.0002460466,0.0001210794,0.000002485299,0.0001039611,0.0002474893,0.0006283495],"category_scores_gemma":[0.0007244723,0.0001499654,0.00003960811,0.0008972804,0.0001207709,0.0001651428,0.00008047983,0.0005207115,0.0004947596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003417084,"about_ca_system_score_gemma":0.0002065111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001556204,"about_ca_topic_score_gemma":7.572244e-7,"domain_scores_codex":[0.9980935,0.00006641205,0.0005817537,0.0003595369,0.0005362087,0.0003625384],"domain_scores_gemma":[0.9981301,0.0008905385,0.0001457681,0.0003501998,0.0002580441,0.0002253919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001686376,0.00004740974,0.2506675,0.001367999,0.0002971391,0.0001903594,0.3998636,0.0727499,0.01760931,0.006316947,0.1567814,0.09242208],"study_design_scores_gemma":[0.01181749,0.00168532,0.2007913,0.00576323,0.000452189,0.0001494497,0.08116182,0.6429337,0.004276486,0.02598774,0.02387575,0.001105552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471077,0.001788756,0.007708636,0.03315587,0.002095351,0.001273693,0.000005640156,0.0009602059,0.005904097],"genre_scores_gemma":[0.9904396,0.0002316843,0.0001746476,0.005056958,0.002065097,0.00008408311,0.0001324163,0.00004433491,0.001771183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5701838,"threshold_uncertainty_score":0.6879987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3450199069677115,"score_gpt":0.5021598794052979,"score_spread":0.1571399724375864,"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."}}