{"id":"W4402856611","doi":"10.3390/antibiotics13090903","title":"Opportunities for Laboratory Testing to Inform Antimicrobial Use for Bovine Respiratory Disease: Application of Information Quality Value Stream Maps in Commercial Feedlots","year":2024,"lang":"en","type":"article","venue":"Antibiotics","topic":"Microbial infections and disease research","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Alberta","funders":"Genome Prairie; University of Alberta; University of Saskatchewan; Genome Canada","keywords":"Bovine respiratory disease; Feedlot; Quality management; Business; Process management; Operations management; Environmental resource management; Engineering; Medicine; Environmental science; Management system; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006417673,0.0001386416,0.0002215279,0.000377162,0.0001846679,0.00007875902,0.0001186081,0.0001502214,0.000007637986],"category_scores_gemma":[0.0007042167,0.0001412471,0.0000835574,0.0004315503,0.0001146494,0.0004684739,0.00007157019,0.0001276591,0.0000244837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008572357,"about_ca_system_score_gemma":0.0004944897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002541197,"about_ca_topic_score_gemma":0.0001029188,"domain_scores_codex":[0.9988809,0.00007401109,0.0005493683,0.000167975,0.00004380323,0.0002839128],"domain_scores_gemma":[0.9987066,0.0004784676,0.0001039338,0.0002253091,0.0004287388,0.00005697626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002162949,0.00076761,0.04039731,0.005008911,0.0002499212,0.000003550997,0.0007344341,0.0005908639,0.7116351,0.0770269,0.06272915,0.09869336],"study_design_scores_gemma":[0.003513725,0.001045677,0.1103811,0.0008361128,0.0002164184,0.000004775952,0.0007780392,0.0009402181,0.1738606,0.0004938383,0.7070055,0.0009239182],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757602,0.0002620129,0.01302668,0.0005745398,0.0004526414,0.0017723,0.007926086,0.0001073878,0.0001181314],"genre_scores_gemma":[0.9971095,0.00002601363,0.0008063263,0.0004971948,0.00005833319,0.00001637387,0.001380084,0.00001781674,0.00008829703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6442763,"threshold_uncertainty_score":0.5759888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105203843773183,"score_gpt":0.3587948410133749,"score_spread":0.2535909972401919,"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."}}