{"id":"W1992360702","doi":"10.3138/jvme.30.1.5","title":"Culture Change and Veterinary Medicine","year":2003,"lang":"en","type":"letter","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discipline; Work (physics); Veterinary medicine; Veterinary education; Paradigm shift; Public health; One Health; Animal health; Engineering ethics; Medicine; Medical education; Public relations; Political science; Sociology; Curriculum; Social science; Pedagogy; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004756669,0.0004760106,0.0005536751,0.0004571961,0.01274466,0.005596237,0.001436916,0.04093512,0.005524036],"category_scores_gemma":[0.01715816,0.0002831797,0.0006173954,0.0005101261,0.01413937,0.006243363,0.004343877,0.0296877,0.001515136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0104388,"about_ca_system_score_gemma":0.009481221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02034144,"about_ca_topic_score_gemma":0.03385841,"domain_scores_codex":[0.992179,0.004444941,0.0003279748,0.0005802916,0.001371713,0.001096056],"domain_scores_gemma":[0.9909171,0.005585319,0.0007523197,0.0002667657,0.001070787,0.001407642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000463221,0.00009384721,0.001966194,0.0002556112,0.00002058045,0.004577267,0.01551831,0.0001058208,0.0003161607,0.06347245,0.880803,0.03282432],"study_design_scores_gemma":[0.00006063671,0.00008221801,0.002143441,0.001212381,0.00001283096,0.004048012,0.01884158,0.0001583633,0.0001304262,0.03639054,0.9368805,0.00003901448],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000663929,0.003014852,0.00002397208,0.9889973,0.003864179,0.000001980666,0.000001672466,0.000001921867,0.003430104],"genre_scores_gemma":[0.01925441,0.002684119,0.0000541866,0.968293,0.006416085,0.00001163175,0.000002050629,0.000004079493,0.003280522],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04093512,"threshold_uncertainty_score":0.07573915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5962519177048726,"score_gpt":0.5709335173203223,"score_spread":0.02531840038455035,"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."}}