{"id":"W4405619931","doi":"10.3138/jvme-2024-0026","title":"Motivation of Veterinary Public Health Faculties Across Veterinary Schools of the British Isles","year":2024,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Curriculum; Economic shortage; Medical education; Public health; Veterinary medicine; Medicine; Psychology; Qualitative research; Nursing; Sociology; Pedagogy; Government (linguistics); Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.00379436,0.0002241883,0.000623021,0.0002102017,0.0009339071,0.00008995872,0.0005903519,0.0002407654,0.0004931046],"category_scores_gemma":[0.004366268,0.0001776265,0.0002825337,0.0006630792,0.0003082481,0.001161995,0.00037061,0.001310827,0.00002182521],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003879852,"about_ca_system_score_gemma":0.006965319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004120151,"about_ca_topic_score_gemma":0.00001385663,"domain_scores_codex":[0.9945909,0.00149357,0.002061126,0.0002639205,0.001086511,0.0005040231],"domain_scores_gemma":[0.9957762,0.0009741439,0.001639351,0.0003722618,0.0008916029,0.0003464916],"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":[0.001357033,0.004539735,0.04775429,0.01576272,0.001106445,0.0002192812,0.09566806,0.00001138486,0.02328004,0.000703787,0.2478786,0.5617186],"study_design_scores_gemma":[0.001121237,0.006520766,0.344774,0.01228242,0.00007437853,0.004978261,0.09603982,0.00005869648,0.00004632966,0.0004088579,0.5333652,0.0003299793],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582207,0.006360141,0.0001997739,0.0271231,0.007269254,0.0004095229,0.00003908684,0.00003278234,0.0003455995],"genre_scores_gemma":[0.9928606,0.003260292,0.0006272283,0.001257483,0.00109096,0.00006392738,0.000018622,0.00003680509,0.000784083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5613887,"threshold_uncertainty_score":0.9986643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4881002154903648,"score_gpt":0.568038583342056,"score_spread":0.07993836785169123,"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."}}