{"id":"W2802352434","doi":"10.21815/jde.018.057","title":"What Matters from Admissions? Identifying Success and Risk Among Canadian Dental Students","year":2018,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Bivariate analysis; Dental education; Multilevel model; Psychology; Academic achievement; Medicine; Medical education; Family medicine; Mathematics education; Statistics; Mathematics","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":[0.001506648,0.0004400356,0.0004672392,0.003124819,0.003697537,0.002555278,0.001855116,0.0008021088,0.002311556],"category_scores_gemma":[0.01133099,0.0003428745,0.0006173445,0.004172189,0.00114486,0.0009901224,0.002629907,0.001447112,0.0003986607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01103163,"about_ca_system_score_gemma":0.02592788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8962649,"about_ca_topic_score_gemma":0.9396303,"domain_scores_codex":[0.997378,0.0001833094,0.000139072,0.0002168497,0.001166079,0.0009167649],"domain_scores_gemma":[0.993252,0.0004696248,0.001945157,0.000187309,0.001561547,0.002584374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001995797,0.00002147347,0.9950021,0.000006063719,0.000005463129,0.00003120595,0.0006113795,0.00003195741,0.00003114557,0.00007788022,0.0002823252,0.003879059],"study_design_scores_gemma":[0.000001099432,0.00002199472,0.9968971,0.00001560662,0.000005714941,0.00003626361,0.002273057,0.0002462106,0.00004596573,0.00008171062,0.0003656561,0.000009604006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973618,0.0001339418,0.00006505131,0.0005654552,0.000008292753,0.00001771276,0.0004470892,0.000006212418,0.00139426],"genre_scores_gemma":[0.9989516,0.0001399089,0.00008147498,0.00003735169,0.000006765818,0.000005638859,0.0003616641,0.000003156583,0.0004125633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8962649,"threshold_uncertainty_score":0.2086921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01816686966517416,"score_gpt":0.3742253012516054,"score_spread":0.3560584315864312,"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."}}