{"id":"W4408634661","doi":"10.1016/j.prevetmed.2025.106515","title":"Efficacy of continuous education and determinants of antimicrobials prescription behavior in companion animal veterinarians from Quebec, Canada","year":2025,"lang":"en","type":"article","venue":"Preventive Veterinary Medicine","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Cegep de Saint Hyacinthe","funders":"Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","keywords":"Companion animal; Medical prescription; Medicine; Veterinary medicine; Family medicine; Antimicrobial; Pharmacology; Biology; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001405352,0.0003526628,0.0003192855,0.0006902326,0.002512333,0.001444922,0.001701591,0.0008353629,0.003291883],"category_scores_gemma":[0.005534139,0.0003374867,0.0004216708,0.001444336,0.0009129125,0.0004924933,0.0006943816,0.001113725,0.0002694062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03364085,"about_ca_system_score_gemma":0.03735971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9925102,"about_ca_topic_score_gemma":0.9951856,"domain_scores_codex":[0.9985801,0.0002262264,0.00008782191,0.0002054772,0.0003588717,0.0005414661],"domain_scores_gemma":[0.9908048,0.0009340083,0.001719716,0.0001616299,0.003164127,0.003215748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001319659,0.0002072344,0.9899732,0.00003739942,0.00002728367,0.00006541838,0.001428442,0.0001336774,0.0002541061,0.00005108518,0.001306613,0.006383456],"study_design_scores_gemma":[0.000009501011,0.00008213001,0.9970531,0.0000419463,0.000007943686,0.00001795467,0.001884814,0.0003647633,0.00004185843,0.000005642675,0.0004820739,0.000008189267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970127,0.0003702934,0.00005022439,0.0006203464,0.00001283974,0.00004079388,0.0005884888,0.000007258973,0.001296996],"genre_scores_gemma":[0.9985464,0.0001824985,0.00008838457,0.0001729686,0.000004807937,0.00001419456,0.0003069421,0.000002865518,0.0006810146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03364085,"threshold_uncertainty_score":0.2440826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330801566642772,"score_gpt":0.2858123193614475,"score_spread":0.2725043036950198,"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."}}