{"id":"W4405425854","doi":"10.3138/jvme-2024-0065","title":"Students Needing Remediation in Pre-Clinical Course Failures in a DVM Program: A 10-Year Analytic Study","year":2024,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attrition; Environmental remediation; Demographics; Medical education; Psychology; Medicine; Demography; Biology; Dentistry; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00200491,0.0003401262,0.0003763526,0.002102644,0.001199327,0.0009906872,0.001062595,0.0008393267,0.001555466],"category_scores_gemma":[0.005239135,0.0004795618,0.0007770012,0.001147492,0.0006543825,0.001410122,0.001597863,0.001560466,0.0005427675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140175,"about_ca_system_score_gemma":0.001588475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0171141,"about_ca_topic_score_gemma":0.01883292,"domain_scores_codex":[0.9987859,0.0002409615,0.0001073418,0.0001544878,0.0002847491,0.0004264154],"domain_scores_gemma":[0.9956229,0.0006901803,0.00136571,0.0001693115,0.0007055779,0.001446197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006933203,0.000411569,0.9963611,0.000007574086,0.00001057615,0.00008070693,0.001071078,0.00002502978,0.00009216608,0.00001581833,0.0001004916,0.001754514],"study_design_scores_gemma":[0.000004820145,0.0004051263,0.9963966,0.000007516781,0.0000063512,0.00007224004,0.002735595,0.0001121704,0.00005744957,0.000008364505,0.0001876395,0.000006095843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999674,0.00002075559,0.00002867311,0.00002409641,0.000001720811,0.00002330856,0.00007638407,0.000001034124,0.0001500831],"genre_scores_gemma":[0.999249,0.00004113722,0.00007292889,0.00003204729,0.000004309969,0.00004794014,0.0002441735,0.00000170814,0.0003066819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0171141,"threshold_uncertainty_score":0.03402895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08097842287169538,"score_gpt":0.5335397334173136,"score_spread":0.4525613105456183,"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."}}