{"id":"W2082981819","doi":"10.3138/jvme.33.2.165","title":"Quality Commitment and Management in Veterinary Education","year":2006,"lang":"en","type":"review","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Certification; Quality assurance; Veterinary medicine; Veterinary education; Quality (philosophy); Medical education; Business; Medicine; Political science; Curriculum; External quality assessment; Psychology; Pedagogy; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0030308,0.0004083397,0.001552668,0.0007919358,0.0002947536,0.00002473655,0.000397982,0.0004810657,0.0003322338],"category_scores_gemma":[0.0006632276,0.000333335,0.0002409156,0.0004090132,0.0001082711,0.0003967597,0.000305673,0.001577387,0.00007000885],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009291584,"about_ca_system_score_gemma":0.006441755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001530489,"about_ca_topic_score_gemma":0.00001150549,"domain_scores_codex":[0.9929628,0.002683346,0.00285514,0.000354882,0.0007460967,0.000397672],"domain_scores_gemma":[0.9955141,0.0009787132,0.002480202,0.0003963654,0.0002767151,0.0003538969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009578501,0.001503232,0.0001706438,0.02662196,0.0001285455,0.00006138642,0.0006088662,4.148222e-8,3.012108e-7,0.0002467784,0.04307796,0.9274845],"study_design_scores_gemma":[0.0004635568,0.0006315745,0.004425827,0.02565441,0.0002883198,0.001117949,0.003689468,3.849714e-7,4.085576e-9,0.000145759,0.9633198,0.0002629326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008148893,0.975625,0.00001430569,0.001488563,0.007366288,0.001199314,0.000005577917,0.00001593953,0.006136148],"genre_scores_gemma":[0.0003833965,0.9931027,0.001228718,0.00087545,0.001688192,0.0005737676,0.0000749332,0.00004464927,0.002028143],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9272215,"threshold_uncertainty_score":0.9999118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6142303403716861,"score_gpt":0.6479955299776231,"score_spread":0.033765189605937,"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."}}