{"id":"W2072681892","doi":"10.3138/jvme.30.2.176","title":"Engineering Veterinary Education: A Clarion Call for Reform in Veterinary Education-Let’s Do It!","year":2003,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"CLARION; Veterinary education; Veterinary medicine; Medicine; Medical education; Political science; Curriculum; Psychology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001141416,0.0003670514,0.00045765,0.0007239243,0.00007180734,0.00006786642,0.0004348001,0.0004213818,0.0002705831],"category_scores_gemma":[0.0009630654,0.0003615007,0.0001902192,0.0005702272,0.0000605676,0.0005638229,0.00003435033,0.0007634673,0.00002063402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290468,"about_ca_system_score_gemma":0.003618167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003436017,"about_ca_topic_score_gemma":0.000002388967,"domain_scores_codex":[0.9973778,0.0000889015,0.00116228,0.0002959064,0.0005992539,0.0004759282],"domain_scores_gemma":[0.9983239,0.0001598136,0.0002111658,0.000360645,0.0002897249,0.0006547157],"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":[0.0007128397,0.009537227,0.0008073557,0.01120995,0.0003845984,0.0001253215,0.006729047,0.002363007,0.02941052,0.007057569,0.1629985,0.7686641],"study_design_scores_gemma":[0.001121721,0.001773994,0.006472207,0.002986909,0.00006187218,0.004796938,0.001666018,0.002924574,0.0002094679,0.0005863074,0.9766698,0.0007301159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622678,0.005770844,0.003978025,0.003066327,0.02138866,0.0005587358,0.000006031175,0.0001197573,0.002843859],"genre_scores_gemma":[0.9827746,0.0009722928,0.01293857,0.0006558811,0.001822389,0.0003043448,0.00005704219,0.0000945256,0.0003803517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8136714,"threshold_uncertainty_score":0.9998837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03155987308833012,"score_gpt":0.3160745720915174,"score_spread":0.2845146990031873,"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."}}