{"id":"W3009048362","doi":"10.3138/jvme.2018-0021","title":"Student Involvement in Global Veterinary Education and Curricula: 7 Years of Progress (2013–2019)","year":2020,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Veterinary education; Vocational education; Veterinary medicine; Medical education; One Health; TUTOR; Medicine; Psychology; Public health; Pedagogy; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.001038063,0.0001472371,0.0003972956,0.0001413452,0.0001033559,0.00001116571,0.0002566917,0.0001434695,0.0002516079],"category_scores_gemma":[0.0007914451,0.0001353045,0.00006459135,0.0003564084,0.0001323104,0.0004228597,0.0002149554,0.0005023619,0.00002184224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000241397,"about_ca_system_score_gemma":0.003079849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008887903,"about_ca_topic_score_gemma":0.000005612722,"domain_scores_codex":[0.9972005,0.000560504,0.001133003,0.0002045302,0.0006566669,0.0002447655],"domain_scores_gemma":[0.9979504,0.0001895154,0.000904983,0.00015181,0.0003893984,0.0004139161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001364537,0.006551026,0.4241244,0.001737041,0.0001645326,0.00012338,0.04192181,0.000002778429,0.0007263905,0.0004826977,0.07573194,0.4470695],"study_design_scores_gemma":[0.001279725,0.003826071,0.7931225,0.001569013,0.00006540296,0.0004037913,0.03850716,0.00002331236,0.000002095404,0.0001495215,0.1608746,0.0001768721],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695869,0.006397178,0.00001939428,0.02047387,0.002862701,0.000382294,0.000003488328,0.000009676323,0.0002644675],"genre_scores_gemma":[0.9924543,0.002676484,0.001412725,0.002431978,0.0008844213,0.00007265828,0.00000950787,0.00001243777,0.00004541457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4468926,"threshold_uncertainty_score":0.5517558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2633047672673327,"score_gpt":0.5487608131546683,"score_spread":0.2854560458873356,"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."}}