{"id":"W2014532873","doi":"10.3138/jvme.35.1.138","title":"Developing Veterinary Colleges and Leaders: A Whole-System Approach","year":2008,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Culture change; Political science; State (computer science); Public relations; Higher education; Veterinary medicine; Medical education; Sociology; Medicine; Law; Social science","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":[0.01468719,0.0003910685,0.0002812899,0.002153781,0.005838973,0.01223018,0.00242863,0.00275867,0.01193665],"category_scores_gemma":[0.01333656,0.0004106228,0.0003071782,0.001275462,0.004176498,0.005356582,0.01142833,0.002629961,0.001915628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006442951,"about_ca_system_score_gemma":0.03790152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003217024,"about_ca_topic_score_gemma":0.009485941,"domain_scores_codex":[0.9899119,0.006342583,0.0002741112,0.0006171514,0.001522356,0.001331848],"domain_scores_gemma":[0.9835426,0.002747359,0.0008294442,0.0006217667,0.003828671,0.008430201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001278757,0.001399069,0.02554443,0.001591859,0.0001589299,0.001051503,0.0419415,0.003714254,0.003701044,0.1708241,0.06971367,0.6802318],"study_design_scores_gemma":[0.0003618367,0.002181959,0.02906183,0.001431297,0.0001499774,0.001296055,0.104545,0.009167287,0.003226979,0.1238926,0.7245445,0.0001406648],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1855913,0.01067614,0.2311301,0.2462246,0.004051402,0.005238361,0.0001738185,0.001165824,0.3157485],"genre_scores_gemma":[0.8110585,0.004189439,0.1242445,0.01227008,0.0006421861,0.0009828301,0.0001505788,0.0001700441,0.04629198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01468719,"threshold_uncertainty_score":0.07767415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6074030889530488,"score_gpt":0.5386630967056727,"score_spread":0.06873999224737615,"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."}}