{"id":"W4377241057","doi":"10.3390/vetsci10050366","title":"Antimicrobial Use in Canadian Cow–Calf Herds","year":2023,"lang":"en","type":"article","venue":"Veterinary Sciences","topic":"Animal health and immunology","field":"Veterinary","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Saskatchewan","funders":"Beef Cattle Research Council; Ministry of Agriculture - Saskatchewan","keywords":"Herd; Veterinary medicine; Livestock; Florfenicol; Antimicrobial; Lameness; Medicine; Animal science; Ceftiofur; Cow-calf; Cattle Diseases; Biology; Antibiotics; Microbiology; Cephalosporin","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005704324,0.0001281617,0.0001643551,0.0005721599,0.0003657904,0.00007315007,0.0003932655,0.0001007133,0.0002106002],"category_scores_gemma":[0.0000913647,0.0001207206,0.00003759493,0.001228225,0.0003913152,0.0004809615,0.0001238223,0.0001566648,0.001465684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001089365,"about_ca_system_score_gemma":0.0004927258,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3754476,"about_ca_topic_score_gemma":0.1225469,"domain_scores_codex":[0.9981459,0.0001268745,0.0002339052,0.0003758183,0.0001273317,0.0009901779],"domain_scores_gemma":[0.9994518,0.000104787,0.00003769981,0.0001739006,0.00001954157,0.0002123412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002050236,0.0001678242,0.8283486,0.0001756287,0.0000190712,0.01421735,0.002251935,0.00004011433,0.1104673,0.002739725,0.02773271,0.01178949],"study_design_scores_gemma":[0.0002774907,0.005531877,0.8776938,0.00005068938,0.00000151113,0.0008232919,0.0003164222,0.001022383,0.00003489611,0.00009215088,0.1138908,0.0002647146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947924,0.00006801009,0.000001097946,0.000978209,0.0007232932,0.0001506841,0.00003619117,0.0001083131,0.003141797],"genre_scores_gemma":[0.9984404,0.00005647879,0.0002035515,0.0006659364,0.00005336891,0.00001218166,0.00001248647,0.00001044153,0.0005450927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2529007,"threshold_uncertainty_score":0.9993118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2251619744008192,"score_gpt":0.396771980937007,"score_spread":0.1716100065361878,"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."}}