{"id":"W3022147408","doi":"10.2460/javma.256.10.1098","title":"Expanding flexibility in veterinary college accreditation and veterinarian licensing to help the profession meet society's needs and address challenges","year":2020,"lang":"en","type":"article","venue":"Journal of the American Veterinary Medical Association","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; University of Guelph; University of Saskatchewan","funders":"","keywords":"Accreditation; Flexibility (engineering); Veterinary medicine; Medical education; Engineering ethics; Medicine; Business; Engineering; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06637047,0.0006951864,0.0006270249,0.005836947,0.01017653,0.01626506,0.005114564,0.008182138,0.07073335],"category_scores_gemma":[0.1237217,0.0008858787,0.001286414,0.003378667,0.005290102,0.01705102,0.0194051,0.008670385,0.01820511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007721716,"about_ca_system_score_gemma":0.05548594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01360869,"about_ca_topic_score_gemma":0.03690266,"domain_scores_codex":[0.9640847,0.01207628,0.002160238,0.002916017,0.01045119,0.008311586],"domain_scores_gemma":[0.7550711,0.0641802,0.01154002,0.01811205,0.05006746,0.1010292],"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":[0.000139044,0.001925568,0.03049053,0.0003895423,0.00004858545,0.0004818178,0.008249129,0.002120524,0.00285109,0.03144331,0.3794248,0.5424361],"study_design_scores_gemma":[0.0002353416,0.0006321034,0.05249547,0.001366712,0.00003458491,0.0009507442,0.02412083,0.002615198,0.001056816,0.03619969,0.8799831,0.0003095629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04689122,0.002610829,0.02105107,0.6863398,0.006478333,0.0005947952,0.0002238221,0.003669601,0.2321405],"genre_scores_gemma":[0.6062083,0.002716079,0.04703426,0.2095349,0.008239224,0.001118925,0.0006400603,0.001116718,0.1233915],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07073335,"threshold_uncertainty_score":0.3510048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2738567444325692,"score_gpt":0.4828000436660323,"score_spread":0.2089432992334631,"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."}}