{"id":"W4384067910","doi":"10.3390/antibiotics12071177","title":"A Scoping Review of Antimicrobial Usage and Antimicrobial Resistance in Beef Cow–Calf Herds in the United States and Canada","year":2023,"lang":"en","type":"review","venue":"Antibiotics","topic":"Microbial infections and disease research","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Saskatchewan","funders":"","keywords":"Herd; Antimicrobial; Antibiotic resistance; Weaning; Population; Medicine; Veterinary medicine; Environmental health; Biology; Animal science; Antibiotics; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00100104,0.0003613033,0.001529957,0.0004420307,0.0001414355,0.00004046155,0.0003044148,0.000327145,0.00002492408],"category_scores_gemma":[0.0002602537,0.0002757877,0.0001176501,0.001147029,0.000419621,0.00004562468,0.000231125,0.0007008538,0.000009850334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008961454,"about_ca_system_score_gemma":0.001201581,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.186799,"about_ca_topic_score_gemma":0.6190427,"domain_scores_codex":[0.9970661,0.000922319,0.0009795502,0.0004551117,0.00006803977,0.0005088749],"domain_scores_gemma":[0.998459,0.000742404,0.0003032946,0.0003750165,0.00008662991,0.00003366825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000508728,0.000293585,0.0007917914,0.9540324,0.0003336556,0.0002854513,0.0001851939,0.000001529236,0.0007294829,0.0002450606,0.03422073,0.008830275],"study_design_scores_gemma":[0.0006948594,0.00003904759,0.0001428705,0.7686818,0.0003379561,0.0001309647,0.00006766582,9.16288e-7,0.0001517822,0.000006817752,0.2292539,0.0004913219],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008591001,0.9887525,0.00000215134,0.0001829713,0.0001741905,0.001564129,0.0006643306,0.00001411813,0.00005455998],"genre_scores_gemma":[0.0004449236,0.998092,0.00001743691,0.0002839384,0.00001835313,0.000003146748,0.0009547839,0.00003696667,0.0001484461],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4322437,"threshold_uncertainty_score":0.9999694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04204330625547219,"score_gpt":0.3440178518117415,"score_spread":0.3019745455562693,"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."}}