{"id":"W4416960465","doi":"10.1109/embc58623.2025.11253431","title":"Integrating Virtual Reality into OSCE Training: A Novel Simulation Tool for Canadian Medical Education","year":2025,"lang":"en","type":"article","venue":"","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Virtual reality; Virtual patient; Simulated patient; Health care; Core competency; Objective structured clinical examination; Component (thermodynamics); Medical simulation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001468449,0.0009204386,0.0002385592,0.0009068647,0.001536078,0.001665651,0.001465935,0.001005328,0.01116386],"category_scores_gemma":[0.004681965,0.0003341234,0.0007233267,0.0005536674,0.0007746971,0.0006149609,0.002211948,0.0006637599,0.001038501],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004026035,"about_ca_system_score_gemma":0.01175438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2912034,"about_ca_topic_score_gemma":0.4146925,"domain_scores_codex":[0.9993927,0.000244385,0.00002840719,0.00005673119,0.0001816657,0.00009604375],"domain_scores_gemma":[0.9986982,0.0004536025,0.00003796654,0.0001235071,0.0003306257,0.0003560551],"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":[0.001587581,0.001800378,0.02375398,0.001466375,0.0001129757,0.003025022,0.01795235,0.06269161,0.0549802,0.02124275,0.07645045,0.7349364],"study_design_scores_gemma":[0.001031119,0.002662002,0.03560748,0.001348554,0.0003953392,0.003522271,0.006384481,0.2290286,0.02444194,0.005777472,0.6887627,0.00103805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4557371,0.001387051,0.379925,0.007352923,0.001337987,0.004041617,0.004895828,0.01148602,0.1338365],"genre_scores_gemma":[0.5844886,0.001281424,0.3926244,0.0005400634,0.0000794423,0.001111024,0.001877117,0.0004366707,0.01756124],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9959739,"threshold_uncertainty_score":0.5790168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06472519746022494,"score_gpt":0.4358724448912621,"score_spread":0.3711472474310372,"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."}}