{"id":"W4205622520","doi":"10.7759/cureus.21022","title":"Quality in Standardized Patient Training and Delivery: Retrospective Documentary Analysis of Trainer and Instructor Feedback","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Trainer; Quality assurance; Thematic analysis; Medicine; Scope (computer science); Medical education; Quality (philosophy); Consistency (knowledge bases); Quality management; Qualitative research; Computer science; Operations management; Artificial intelligence; Management system","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":[0.02482304,0.0003812903,0.0004669101,0.006335055,0.001076366,0.001350238,0.0008278362,0.0004329362,0.0005759416],"category_scores_gemma":[0.1066516,0.0004120462,0.0004449416,0.004886688,0.001086009,0.0009303392,0.001334186,0.0007252279,0.0002627807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003092125,"about_ca_system_score_gemma":0.004093249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01245903,"about_ca_topic_score_gemma":0.01620377,"domain_scores_codex":[0.9709368,0.01104305,0.005648439,0.001539738,0.009816425,0.001015502],"domain_scores_gemma":[0.8319972,0.06133019,0.05107008,0.007412914,0.04604224,0.00214725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003809037,0.0003058382,0.8910314,0.0006252073,0.00006723663,0.0003435077,0.03471098,0.0002203726,0.001763585,0.0001077175,0.001100176,0.06934311],"study_design_scores_gemma":[0.00001770114,0.00125072,0.9736854,0.0003462043,0.00006268587,0.0005815396,0.01674146,0.0007139228,0.002684337,0.00004663744,0.00382668,0.0000426688],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925511,0.000633958,0.003170466,0.0001699384,0.00001850124,0.0007646311,0.001244268,0.00004309449,0.001404072],"genre_scores_gemma":[0.9920142,0.0005877365,0.004600776,0.0001253319,0.0000267872,0.0007889051,0.001308116,0.00002161706,0.0005264948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02482304,"threshold_uncertainty_score":0.1312783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087421124234056,"score_gpt":0.3524634935679067,"score_spread":0.3115892823255662,"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."}}