{"id":"W2041522049","doi":"10.3138/jvme.28.1.16","title":"Veterinary Practice Management: Teaching Needs as Viewed by Consultants and Teachers","year":2001,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Kansas","keywords":"Focus group; Diversity (politics); Medical education; Confidentiality; Psychology; Professional development; Medicine; Sociology; Political science; Business; Marketing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003450481,0.0002179491,0.000373175,0.0003122138,0.0007542665,0.00003389001,0.0002728642,0.0002024854,0.0009231264],"category_scores_gemma":[0.00683581,0.0001883209,0.00005844804,0.0003457467,0.0001287916,0.00124026,0.0001887087,0.001410857,0.0001336762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002142406,"about_ca_system_score_gemma":0.001053899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006952127,"about_ca_topic_score_gemma":5.058688e-7,"domain_scores_codex":[0.9961476,0.001498668,0.001029859,0.0002084052,0.0007199078,0.000395572],"domain_scores_gemma":[0.9964273,0.00132372,0.001029613,0.0002353335,0.0004566183,0.0005274194],"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":[0.002899817,0.003138461,0.005850213,0.0007063327,0.0006569622,0.0009862186,0.07172516,4.848694e-7,0.003021811,0.001081621,0.4248702,0.4850627],"study_design_scores_gemma":[0.001153728,0.001688878,0.004838082,0.0007320672,0.0001717874,0.007437747,0.1131988,0.000005469434,0.000001070937,0.0001029757,0.8705029,0.000166461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9294972,0.003195592,0.000151215,0.03435063,0.003278969,0.0003227065,0.000001818834,0.00003147207,0.0291704],"genre_scores_gemma":[0.9611375,0.01517639,0.002696358,0.0136264,0.001088746,0.00004847999,0.00001294439,0.00003643007,0.006176705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4848963,"threshold_uncertainty_score":0.9999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2377403763564798,"score_gpt":0.5464909336633685,"score_spread":0.3087505573068887,"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."}}