{"id":"W1983817107","doi":"10.3138/jvme.33.4.517","title":"Academic Food-Supply Veterinarians: Future Demand and Likely Shortages","year":2006,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Delphi method; Supply and demand; Food safety; Business; Food supply; Economic shortage; Marketing; Public health; Medicine; Agricultural economics; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001562365,0.0002007976,0.0003828633,0.0002333056,0.0005102258,0.00001974827,0.0002468206,0.0003677081,0.0005900534],"category_scores_gemma":[0.0007268506,0.0001616622,0.00008221438,0.0001977465,0.0001229609,0.0006925722,0.0001178839,0.001397955,0.00003623457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254106,"about_ca_system_score_gemma":0.001638648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003374771,"about_ca_topic_score_gemma":0.000006096403,"domain_scores_codex":[0.9971864,0.0005565978,0.001098896,0.0002091188,0.0005916712,0.0003573039],"domain_scores_gemma":[0.9978339,0.0004981511,0.0007904783,0.0001807791,0.0003517216,0.0003449593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002184073,0.001801588,0.2715374,0.001704785,0.0003553841,0.0002748537,0.01632785,0.000003224111,0.006613996,0.004196647,0.5457447,0.1492555],"study_design_scores_gemma":[0.0008959145,0.002426893,0.3290128,0.0007960082,0.00009182898,0.002615158,0.01419142,0.000008353318,0.000005422662,0.001799628,0.6479502,0.0002063255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502686,0.009421146,0.0001683084,0.03295681,0.005837228,0.0002291857,0.000004242652,0.00002405186,0.001090488],"genre_scores_gemma":[0.9812232,0.005818161,0.00105737,0.00274117,0.008076266,0.00005384388,0.00001161356,0.00002550413,0.0009929283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1490492,"threshold_uncertainty_score":0.6592395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2157848801535968,"score_gpt":0.5056653160113462,"score_spread":0.2898804358577495,"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."}}