{"id":"W6977922360","doi":"10.7939/82038","title":"Using knowledge translation to support the integration of laboratory testing for antimicrobial stewardship in Canadian feedlots","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Microbial infections and disease research","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antimicrobial stewardship; Livestock; Stewardship (theology); Antibiotic resistance; Metagenomics; Feedlot; Agriculture; Bovine respiratory disease; Animal production","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05609613,0.001051,0.0010314,0.007425494,0.005492386,0.01199969,0.00388201,0.002655123,0.01351585],"category_scores_gemma":[0.1675623,0.00056463,0.001489335,0.0086013,0.004360628,0.004887179,0.007630589,0.003984167,0.002582747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08319014,"about_ca_system_score_gemma":0.293169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8380848,"about_ca_topic_score_gemma":0.889537,"domain_scores_codex":[0.9739299,0.009047876,0.002637845,0.002347653,0.009825049,0.002211681],"domain_scores_gemma":[0.8256459,0.06218494,0.007740632,0.01030196,0.08289144,0.01123517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004792078,0.0003184866,0.01897425,0.01113972,0.0003523727,0.001466232,0.02069107,0.004449161,0.005105203,0.02407554,0.158471,0.7544778],"study_design_scores_gemma":[0.0002643337,0.0002258177,0.03042918,0.01946026,0.0005318837,0.0002243529,0.0118231,0.005573856,0.003067054,0.01900783,0.9090789,0.0003133558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06310521,0.03423671,0.09656032,0.4529456,0.005966248,0.00670192,0.03169344,0.004805759,0.3039848],"genre_scores_gemma":[0.4897766,0.03992699,0.39013,0.04016805,0.001366419,0.003173281,0.01628934,0.001272478,0.01789688],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1619152,"threshold_uncertainty_score":0.6035895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05213984551263065,"score_gpt":0.2870530334116749,"score_spread":0.2349131878990442,"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."}}