{"id":"W4306682304","doi":"10.1111/tid.13905","title":"Auditing tools for antimicrobial prescribing in solid organ transplant recipients: The why, the how, and an assessment of current options","year":2022,"lang":"en","type":"review","venue":"Transplant Infectious Disease","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network","funders":"","keywords":"Antimicrobial stewardship; Medicine; Benchmarking; Audit; Intensive care medicine; Infection control; Antibiotic resistance; Business; Accounting","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":[],"consensus_categories":[],"category_scores_codex":[0.0005616596,0.0004052789,0.0008940537,0.0001473751,0.0007062304,0.00007395538,0.0004179824,0.0001692443,0.000098075],"category_scores_gemma":[0.00004059788,0.0002414848,0.000388574,0.0002188032,0.0002803564,0.0001479493,0.00004269375,0.0007692916,0.000001732368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008181059,"about_ca_system_score_gemma":0.0003864025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004434854,"about_ca_topic_score_gemma":0.0001909365,"domain_scores_codex":[0.9975831,0.0008028399,0.0006070153,0.0004948802,0.00007519356,0.0004370087],"domain_scores_gemma":[0.998251,0.0008759825,0.0003684309,0.0004192031,0.00003428881,0.00005106243],"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":[0.0008367787,0.005307407,0.007172897,0.06935178,0.003614442,0.0001288018,0.005314502,0.0002462751,0.001473222,0.009110283,0.001958306,0.8954853],"study_design_scores_gemma":[0.002776793,0.0004295382,0.002527926,0.0250917,0.007507843,0.0002857729,0.00024355,0.00004280212,0.00006937112,0.00009741178,0.9598135,0.001113745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007473863,0.9804557,0.001827275,0.0001253349,0.001233774,0.002845537,0.005930098,0.00006093362,0.00004746335],"genre_scores_gemma":[0.1138917,0.8837245,0.000007876461,0.0000448606,0.0000714684,0.0002258729,0.001960935,0.00004087607,0.00003188017],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9578552,"threshold_uncertainty_score":0.9847465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0586368735847692,"score_gpt":0.3520668279744592,"score_spread":0.29342995438969,"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."}}