{"id":"W4404699286","doi":"10.1111/tid.14399","title":"Not Just an Oxymoron: The Utilitarian's Guide to Antimicrobial Stewardship in Transplant Infectious Diseases","year":2024,"lang":"en","type":"review","venue":"Transplant Infectious Disease","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Antimicrobial stewardship; Medicine; Intensive care medicine; Antibiotic Stewardship; Stewardship (theology); Antifungal; Antibiotics; Antibiotic resistance; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0004379393,0.001286756,0.002153419,0.0006319832,0.0004910186,0.0001459615,0.0009171956,0.0007972833,0.00027346],"category_scores_gemma":[0.00004403773,0.0008527661,0.001211007,0.000787805,0.0004137375,0.0001766242,0.00007710506,0.001478378,0.001878732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002803582,"about_ca_system_score_gemma":0.001076179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009249636,"about_ca_topic_score_gemma":0.002320094,"domain_scores_codex":[0.9947555,0.001052058,0.001352333,0.001480364,0.0001658687,0.00119387],"domain_scores_gemma":[0.9978371,0.0003637651,0.0002086183,0.001177698,0.00006129873,0.0003515763],"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":[0.006283754,0.01359362,0.01145891,0.2859232,0.01310664,0.0194368,0.01081747,0.0003437274,0.0005444281,0.009818069,0.05690167,0.5717717],"study_design_scores_gemma":[0.001594686,0.0003681024,0.001323559,0.02579289,0.01304431,0.0006514435,0.00005648745,0.000003522,0.00002130804,0.00006202362,0.9553363,0.00174537],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004393029,0.9789125,0.0001307573,0.0002096731,0.003214498,0.002601117,0.009264439,0.0006012985,0.0006726342],"genre_scores_gemma":[0.1245176,0.8708306,0.000003231919,0.0005191697,0.0003026399,0.0002053359,0.002273946,0.0001694958,0.001177972],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8984346,"threshold_uncertainty_score":0.9999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363063070548302,"score_gpt":0.2992991402619898,"score_spread":0.2756685095565068,"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."}}