{"id":"W2337008568","doi":"10.36834/cmej.36616","title":"Predictive value of grade point average (GPA), Medical College Admission Test (MCAT), internal examinations (Block) and National Board of Medical Examiners (NBME) scores on Medical Council of Canada qualifying examination part I (MCCQE-1) scores","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Medical Education and Admissions","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Stepwise regression; Medicine; Linear regression; Entrance exam; Test (biology); Regression analysis; Explained variation; Internal medicine; Predictive validity; Statistics; Clinical psychology; Mathematics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007123006,0.0003863717,0.0008491925,0.0008132653,0.0002834481,0.00002030223,0.0007457239,0.0008136393,0.05948913],"category_scores_gemma":[0.441565,0.0002761904,0.0001669452,0.0006384901,0.001258094,0.0001933312,0.0000977411,0.001399677,0.000004102517],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002574791,"about_ca_system_score_gemma":0.4608338,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07045035,"about_ca_topic_score_gemma":0.1445298,"domain_scores_codex":[0.9816154,0.0006246915,0.002136893,0.0005318605,0.01444873,0.0006424118],"domain_scores_gemma":[0.9540498,0.004406165,0.001174368,0.000486265,0.003536114,0.03634733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003724652,0.004943152,0.02955559,0.001125893,0.0006038056,0.0007385379,0.005070166,0.00001073034,0.0004646267,0.02014211,0.8402535,0.09671947],"study_design_scores_gemma":[0.03175267,0.005564625,0.439373,0.0962221,0.0008211381,0.01797141,0.01856208,0.02311658,0.005830517,0.002883593,0.3553346,0.002567681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6724518,0.0009333836,0.0006221154,0.3109932,0.004741817,0.0009578757,0.0005524423,0.00004463848,0.008702719],"genre_scores_gemma":[0.9825366,0.0009785342,0.0001859718,0.01329891,0.001263524,0.00004226905,0.00005681801,0.00004388562,0.00159345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4849188,"threshold_uncertainty_score":0.999969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03118510308266807,"score_gpt":0.307646902666128,"score_spread":0.2764617995834599,"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."}}