{"id":"W4406497589","doi":"10.2460/javma.24.12.0786","title":"Preparing the next generation of veterinary professionals: the University of Calgary Faculty of Veterinary Medicine’s innovative curriculum","year":2025,"lang":"en","type":"article","venue":"Journal of the American Veterinary Medical Association","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Curriculum; Veterinary medicine; Medical education; Medicine; Veterinary pathology; Sociology; Pedagogy; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.004636744,0.0001830605,0.0007030831,0.0001506369,0.0007766853,0.000004398168,0.0008311325,0.0001478336,0.0001438515],"category_scores_gemma":[0.004274518,0.00009653389,0.0002027342,0.001227899,0.0006932339,0.00031612,0.0006680856,0.001080451,0.000003569419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004107741,"about_ca_system_score_gemma":0.001014119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006530555,"about_ca_topic_score_gemma":0.00001517847,"domain_scores_codex":[0.9937044,0.003287263,0.001365423,0.0001727272,0.001198401,0.0002718213],"domain_scores_gemma":[0.9898202,0.00255531,0.005605649,0.000385771,0.001568625,0.00006445268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.005947885,0.002752132,0.240489,0.002131921,0.004340384,0.00008699993,0.09277498,0.00009573527,0.1674841,0.001514284,0.4112189,0.07116368],"study_design_scores_gemma":[0.002494108,0.006190199,0.7002125,0.003924982,0.0005644429,0.0001749661,0.138717,0.001252277,0.000213934,0.0002092916,0.1457653,0.0002809233],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750527,0.0003880153,0.0002749705,0.0207997,0.001774582,0.0004256942,0.00001251291,0.000009035393,0.001262847],"genre_scores_gemma":[0.9969035,0.0006026579,0.0002987374,0.001073358,0.0003568577,0.00001043256,0.000006312729,0.00001076749,0.0007373518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4597236,"threshold_uncertainty_score":0.5973714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2456933868304814,"score_gpt":0.4867536304709555,"score_spread":0.2410602436404741,"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."}}