{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002726425,0.0001104293,0.0001936417,0.0003261525,0.0002177756,0.0002352467,0.0001570152,0.00007887056,0.006840579],"category_scores_gemma":[0.0009434854,0.00009017589,0.00007388477,0.0001652174,0.0001001689,0.0006868879,0.00003189705,0.0003032334,0.00007564502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002744861,"about_ca_system_score_gemma":0.002278601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02049162,"about_ca_topic_score_gemma":0.01242843,"domain_scores_codex":[0.9986983,0.00006643072,0.000412925,0.0001486346,0.0005003961,0.0001733331],"domain_scores_gemma":[0.9962456,0.00005025648,0.0003279476,0.0001341493,0.0001955874,0.00304642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004259975,0.0003312416,0.9438014,0.00001562899,0.00008132395,0.0000143006,0.002255846,6.094701e-8,0.0006334846,0.000003392733,0.04301767,0.009803062],"study_design_scores_gemma":[0.0007717108,0.0001163062,0.9567303,0.001147067,0.0002182164,0.0002583976,0.02948071,0.00001305365,0.0009726727,0.00006363112,0.01013067,0.00009725775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878615,0.00078692,0.00001365946,0.004357866,0.006652185,0.0001472014,0.000005388858,0.000005890741,0.0001693479],"genre_scores_gemma":[0.9907751,0.0007833542,0.0004568136,0.004576274,0.001169414,0.000003009964,0.00002376896,0.00001484321,0.002197413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03288699,"threshold_uncertainty_score":0.9940673,"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."}}