{"id":"W4386325588","doi":"10.3138/jvme-2023-0075","title":"A Global Evaluation of Generic Antimicrobial Prescribing Competencies for Use in Veterinary Curricula","year":2023,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Curriculum; Medical education; Antimicrobial stewardship; Medicine; Antimicrobial; Veterinary medicine; Antibiotic resistance; Biology; Microbiology; Psychology; Antibiotics; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01900852,0.0003304055,0.0004722445,0.002299824,0.000302098,0.0006882259,0.0004365277,0.0005616224,0.001744694],"category_scores_gemma":[0.03307934,0.0001738706,0.0007925814,0.001345839,0.0005332659,0.001207117,0.001630716,0.0005601664,0.0003029058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001602232,"about_ca_system_score_gemma":0.005072181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001415193,"about_ca_topic_score_gemma":0.003298714,"domain_scores_codex":[0.9932029,0.002607281,0.001072031,0.0002876184,0.002415426,0.0004147388],"domain_scores_gemma":[0.9745023,0.009415017,0.006326335,0.0007793192,0.007029405,0.001947628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000495422,0.001349035,0.7524769,0.00193647,0.0001419318,0.0001225778,0.002587029,0.001720084,0.002345796,0.0007110674,0.003429092,0.2326847],"study_design_scores_gemma":[0.00006028201,0.002039464,0.9879799,0.0005589311,0.00005035597,0.0002189154,0.001163889,0.001374125,0.001213872,0.0001795057,0.00514083,0.00002001842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840109,0.001307845,0.002745651,0.0008051922,0.00005322056,0.001010365,0.0009377907,0.00005809352,0.009070961],"genre_scores_gemma":[0.9873878,0.0007971475,0.009493261,0.0002306507,0.00001908319,0.0005569397,0.0009577653,0.000009301722,0.0005480671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01900852,"threshold_uncertainty_score":0.1005278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196154514060219,"score_gpt":0.3801803580802118,"score_spread":0.2605649066741899,"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."}}