{"id":"W4396618512","doi":"10.1017/ash.2024.49","title":"Assessing the quality of antimicrobial prescribing in solid organ transplant recipients: a new frontier in antimicrobial stewardship","year":2024,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Antimicrobial; Intensive care medicine; Antimicrobial stewardship; Guideline; Empiric therapy; Internal medicine; Transplantation; Emergency medicine; Antibiotic resistance; Antibiotics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0130221,0.0002350016,0.0004715359,0.001565771,0.0002491054,0.001455253,0.0005692773,0.0004740343,0.0005896265],"category_scores_gemma":[0.03300644,0.0001399783,0.0004343239,0.002029519,0.0004985977,0.001297349,0.0009089616,0.0007301606,0.0000910141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006029592,"about_ca_system_score_gemma":0.001096628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002095432,"about_ca_topic_score_gemma":0.002681878,"domain_scores_codex":[0.9915906,0.00490592,0.001326137,0.0005000076,0.001420829,0.0002565228],"domain_scores_gemma":[0.9438779,0.01662864,0.03138725,0.002108938,0.004006652,0.001990573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003110573,0.00003214027,0.9950106,0.00002892518,0.00005897868,0.000006916094,0.00006096419,0.00007490882,0.00002772063,0.00001657892,0.00006819114,0.004582929],"study_design_scores_gemma":[0.000006338988,0.0001967089,0.997485,0.00006467894,0.0000337898,0.00007210753,0.0003129205,0.001450745,0.0001065339,0.0001067449,0.0001581451,0.000006268106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960866,0.001570411,0.0009111104,0.0007198628,0.00001451404,0.00001677613,0.0002004802,0.00001196231,0.0004683658],"genre_scores_gemma":[0.9990708,0.0002517562,0.0004553461,0.00005510876,0.00002594685,0.000005245124,0.0001123036,0.00000156689,0.00002194571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0130221,"threshold_uncertainty_score":0.06886822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08427156301216793,"score_gpt":0.3855922998761029,"score_spread":0.301320736863935,"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."}}