{"id":"W2162177040","doi":"10.1080/01421590802512888","title":"A predictive validity study of medical judgment vignettes to assess students’ noncognitive attributes: A 3-year prospective longitudinal study","year":2009,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Medical Education and Admissions","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Predictive validity; Psychology; Medical school; Clinical psychology; Cognition; Reliability (semiconductor); Medical education; Medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02255747,0.0006125923,0.0005045281,0.001987449,0.001881142,0.001883038,0.001150715,0.0009133901,0.0009593031],"category_scores_gemma":[0.05681043,0.0006755328,0.001377192,0.001163856,0.001451276,0.00155385,0.002206898,0.002318798,0.0004974329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00136524,"about_ca_system_score_gemma":0.001581715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00998382,"about_ca_topic_score_gemma":0.009667851,"domain_scores_codex":[0.993248,0.003873768,0.0004162488,0.0004869096,0.001481206,0.0004939377],"domain_scores_gemma":[0.9526047,0.01726944,0.01333055,0.004231371,0.00919588,0.003368121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001267946,0.0005689323,0.9931744,0.000008055786,0.0000376012,0.0000551249,0.003005355,0.00006256265,0.0001151197,0.00003543413,0.00009052238,0.002720081],"study_design_scores_gemma":[0.00001805876,0.001474426,0.9932663,0.00002603147,0.00002907084,0.0001271358,0.00338142,0.0008808746,0.0002660111,0.00005728356,0.0004498402,0.00002348511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992723,0.00005968035,0.0002425881,0.00003591298,0.00001050102,0.00007003387,0.00006374595,0.000004391928,0.0002408683],"genre_scores_gemma":[0.9988668,0.00004725652,0.0003672901,0.00002169855,0.000008374795,0.0001420197,0.0002861343,0.000004617095,0.0002558132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02255747,"threshold_uncertainty_score":0.1192967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1696745600748359,"score_gpt":0.4578434014003572,"score_spread":0.2881688413255213,"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."}}