{"id":"W4361283563","doi":"10.1111/medu.15085","title":"Challenges facing standardised patients representing equity‐deserving groups: Insights from health care educators","year":2023,"lang":"en","type":"article","venue":"Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; McGill University; McMaster University Medical Centre; McMaster University","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Equity (law); Fidelity; Grounded theory; Qualitative research; Health equity; Health care; Medical education; Content analysis; Psychology; Public relations; Sociology; Political science; Pedagogy; Medicine; Social science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005308272,0.0002330578,0.0004176847,0.0004540053,0.0003981858,0.00004554812,0.000232387,0.0002277184,0.0004505752],"category_scores_gemma":[0.00311006,0.000227271,0.0001036681,0.0007997381,0.00006828587,0.0001948437,0.0001501006,0.0004545967,0.000158652],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131834,"about_ca_system_score_gemma":0.008424648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496289,"about_ca_topic_score_gemma":0.0001817353,"domain_scores_codex":[0.9961296,0.0002575052,0.0007884482,0.0006967668,0.001618204,0.0005094278],"domain_scores_gemma":[0.9969099,0.000515254,0.0002941632,0.0007235355,0.0007944676,0.0007627062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006899898,0.0006652714,0.5586351,0.001659157,0.00006743739,0.000003680347,0.1096679,0.00002640471,0.00001016015,0.0003466578,0.04153913,0.2873102],"study_design_scores_gemma":[0.001212876,0.000143246,0.8940249,0.001860304,0.00004070905,0.00000193522,0.09212452,0.0008065166,0.00006241226,0.0005891011,0.008865775,0.0002676859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950584,0.005530058,0.00003244965,0.03573851,0.004846764,0.0008839837,0.00001836742,0.000526052,0.001839836],"genre_scores_gemma":[0.9906332,0.0004066213,0.0003652126,0.003905189,0.001714952,0.0001886808,0.002628738,0.00005866839,0.00009873771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3353899,"threshold_uncertainty_score":0.9971967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05416005141873374,"score_gpt":0.4290568809856429,"score_spread":0.3748968295669091,"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."}}