{"id":"W4297121098","doi":"10.2460/javma.22.08.0361","title":"Social accountability in veterinary medicine","year":2022,"lang":"en","type":"article","venue":"Journal of the American Veterinary Medical Association","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Accountability; Veterinary medicine; Business; Political science; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008468583,0.0001361639,0.0005625502,0.0001589924,0.001234239,0.000004926941,0.0005887921,0.00007387144,0.00189428],"category_scores_gemma":[0.003480221,0.00009630385,0.0001541123,0.0008036541,0.0001873933,0.0002287897,0.0006553592,0.00219471,0.00002125162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002209648,"about_ca_system_score_gemma":0.0005936001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003617761,"about_ca_topic_score_gemma":0.00001330099,"domain_scores_codex":[0.9916877,0.004752744,0.001161507,0.000158222,0.001848217,0.000391615],"domain_scores_gemma":[0.9943162,0.002170198,0.002972146,0.0001854779,0.0002555132,0.0001004341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006188189,0.001464237,0.5748482,0.0002050842,0.0004309617,0.0004000525,0.06311378,0.00002971632,0.003890326,0.0001003115,0.3178086,0.03152057],"study_design_scores_gemma":[0.001104134,0.00214976,0.6022128,0.00007708219,0.00003890669,0.0002457273,0.03760992,0.00002102762,4.287496e-7,0.0002079665,0.3562274,0.0001048749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9156026,0.0001228451,0.000006735196,0.08001079,0.002540072,0.0001809987,0.000006020568,0.00001325977,0.00151666],"genre_scores_gemma":[0.990785,0.0001288195,0.00003795513,0.006830399,0.001437482,0.00006616372,0.000001771542,0.00001556888,0.0006968147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0751824,"threshold_uncertainty_score":0.9990181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2495008324535107,"score_gpt":0.5328058399264152,"score_spread":0.2833050074729044,"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."}}