{"id":"W2117833076","doi":"10.3138/jvme.31.2.116","title":"The Critical Role of Outcomes Assessment in Veterinary Medical Accreditation","year":2004,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Accreditation; Veterinary medicine; Medicine; Medical education","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2467665,0.0009902857,0.001767272,0.006472495,0.003802604,0.01735183,0.003933548,0.007307944,0.005113559],"category_scores_gemma":[0.4123292,0.0006890476,0.0010745,0.002546605,0.01939023,0.02115087,0.007186926,0.01372952,0.0007174467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009476162,"about_ca_system_score_gemma":0.03532717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004189507,"about_ca_topic_score_gemma":0.00518092,"domain_scores_codex":[0.8270968,0.1234005,0.007964686,0.004263164,0.03378844,0.003486377],"domain_scores_gemma":[0.2799067,0.6005651,0.03192334,0.01308333,0.05627019,0.01825142],"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":[0.00048847,0.0005888864,0.04609186,0.001876534,0.0003003794,0.0002822034,0.004706574,0.002608904,0.0002859033,0.2481861,0.07092553,0.6236587],"study_design_scores_gemma":[0.0002895754,0.0007251681,0.04027482,0.007473944,0.0002484743,0.0008580695,0.01110124,0.01457116,0.001244592,0.8441057,0.07865763,0.0004496822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03034694,0.04313478,0.05816127,0.817131,0.007453217,0.000253092,0.0002090566,0.0003575323,0.04295314],"genre_scores_gemma":[0.9192697,0.01123606,0.02985956,0.03019402,0.006753555,0.0005394725,0.00009278561,0.0001730109,0.001881904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2467665,"threshold_uncertainty_score":0.928871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04841037456137862,"score_gpt":0.4697601757596476,"score_spread":0.4213498011982689,"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."}}