{"id":"W2050822225","doi":"10.1016/s1607-551x(09)70031-2","title":"The Role of Standardized Patient and Trainer Training in Quality Assurance for a High‐Stakes Clinical Skills Examination","year":2008,"lang":"en","type":"article","venue":"The Kaohsiung Journal of Medical Sciences","topic":"Innovations in Medical Education","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Licensure; Quality assurance; Trainer; Medical education; Quality (philosophy); Variance (accounting); Certification; Standardized test; Medical physics; Pathology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02102389,0.00007186356,0.0003347117,0.00009098684,0.0002644529,0.00001377066,0.0002969307,0.00008954488,0.0000197095],"category_scores_gemma":[0.02142673,0.00003297925,0.00007007194,0.0004507752,0.001931802,0.0001019287,0.00002101579,0.0003946731,1.228183e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004214023,"about_ca_system_score_gemma":0.00102353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002160382,"about_ca_topic_score_gemma":0.00002652477,"domain_scores_codex":[0.9962951,0.0004216306,0.001177521,0.0001184002,0.001797244,0.0001900864],"domain_scores_gemma":[0.9958327,0.003007647,0.0006266115,0.0001100768,0.0003269883,0.00009601092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001430633,0.0002695866,0.01301608,0.00002301646,0.0000303486,0.000005268407,0.01050036,0.000006679166,0.0001975409,0.005802881,0.000435302,0.9695699],"study_design_scores_gemma":[0.005168205,0.002350698,0.9231091,0.000938878,0.00007462661,0.0004788726,0.04211999,0.00189751,0.0008262012,0.01443264,0.008450801,0.0001525493],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762796,0.0007777542,0.001114608,0.02102085,0.00043039,0.0002210952,0.000002780141,0.000003170208,0.0001497571],"genre_scores_gemma":[0.9953691,0.0006255598,0.003304452,0.0004053155,0.0002722576,0.000006787315,9.467652e-7,0.00000363031,0.00001197048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9694173,"threshold_uncertainty_score":0.9868162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07778463483273668,"score_gpt":0.4298581468964479,"score_spread":0.3520735120637112,"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."}}