{"id":"W4390748679","doi":"10.1017/ash.2023.517","title":"Bring it on again: antimicrobial stewardship in transplant infectious diseases: updates and new challenges","year":2024,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Antimicrobial stewardship; Intensive care medicine; Medicine; Transplantation; Population; Neutropenia; Immunosuppression; Antibiotics; Immunology; Antibiotic resistance; Internal medicine; Biology; Environmental health","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"],"consensus_categories":[],"category_scores_codex":[0.002403829,0.000674984,0.001875628,0.0009601331,0.0002245919,0.00007803115,0.0002570753,0.0007618228,0.0001449323],"category_scores_gemma":[0.000797033,0.0006063395,0.000377612,0.0005946765,0.0003652615,0.0002098793,0.0001592285,0.001879304,0.0002857209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004815758,"about_ca_system_score_gemma":0.001143253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008724123,"about_ca_topic_score_gemma":0.007622659,"domain_scores_codex":[0.9936785,0.001252802,0.001371988,0.001624258,0.0002975186,0.00177497],"domain_scores_gemma":[0.9959829,0.002116468,0.0001496768,0.0006205548,0.0001087714,0.001021646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007618877,0.001834059,0.4562733,0.02228813,0.001142279,0.006008418,0.009763783,0.0002066844,0.01069706,0.02578741,0.09403624,0.3643437],"study_design_scores_gemma":[0.01633365,0.01022385,0.5248746,0.02594727,0.000819604,0.005650403,0.0008864664,0.001709712,0.004920609,0.00771237,0.3966798,0.004241731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7798615,0.02436469,0.00008595672,0.1911301,0.001170171,0.001527017,0.0003162255,0.0004275568,0.001116863],"genre_scores_gemma":[0.93972,0.04329826,0.0001589465,0.01494451,0.001233841,0.00002966255,0.0001893311,0.0001261582,0.0002993382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.360102,"threshold_uncertainty_score":0.9996388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0987941463357492,"score_gpt":0.3761125321413782,"score_spread":0.2773183858056291,"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."}}