{"id":"W2033875673","doi":"10.3138/jvme.29.1.36","title":"Defining the Attributes Expected of Graduating Veterinary Medical Students, Part 2: External Evaluation and Outcomes Assessment","year":2002,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Medical education; Set (abstract data type); Work (physics); Veterinary medicine; Psychology; Medicine; Mathematics; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008103549,0.0001993393,0.0004890956,0.0001823088,0.0006407552,0.00003291226,0.0005236259,0.0001868422,0.003770186],"category_scores_gemma":[0.009664973,0.0001324871,0.0001125993,0.0002338853,0.0001901016,0.0004622174,0.0003231561,0.00105836,0.00001979343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002145546,"about_ca_system_score_gemma":0.001531216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004177915,"about_ca_topic_score_gemma":0.000003631563,"domain_scores_codex":[0.9925895,0.002095295,0.001613231,0.0002091099,0.003169788,0.0003231095],"domain_scores_gemma":[0.9942405,0.002749676,0.001553723,0.0002650591,0.0008341018,0.0003568904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003658296,0.003136405,0.6775572,0.0005450449,0.0005101996,0.00009595593,0.02196167,0.000003842784,0.0004352172,0.0006626779,0.0397235,0.2550024],"study_design_scores_gemma":[0.002726897,0.002765861,0.9230683,0.002789823,0.0002980152,0.001763934,0.03168532,0.0009400935,0.000004701008,0.0002835075,0.03342991,0.0002436217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668677,0.00511304,0.0001851141,0.02326659,0.00370471,0.0003662707,0.0000028657,0.00001429877,0.0004794512],"genre_scores_gemma":[0.9932837,0.00246242,0.001275659,0.001821482,0.0008285618,0.000129738,0.000007701138,0.00001878582,0.0001719882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2547588,"threshold_uncertainty_score":0.998677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4565489036007555,"score_gpt":0.5947997081010643,"score_spread":0.1382508045003089,"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."}}