{"id":"W4405640570","doi":"10.1128/jcm.01207-24","title":"Use of voriconazole to predict susceptibility and resistance to isavuconazole for <i>Aspergillus fumigatus</i> using CLSI methods and interpretive criteria","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Genentech; U.S. Food and Drug Administration; National Institutes of Health; Astellas Pharma; Basilea Pharmaceutica; Ohio State University; Nabriva Therapeutics; Pfizer; Melinta Therapeutics; Entasis Therapeutics; Wockhardt; Mundipharma International; Zoetis; Menarini Group; McGill University; Roche; Cidara Therapeutics; Medpace; Carnegie Mellon University; TenNor Therapeutics; Harvard University; Meiji Seika Pharma; Shionogi; National Cancer Institute; Gilead Sciences; GlaxoSmithKline; Dr. Falk Pharma","keywords":"Voriconazole; Aspergillus fumigatus; Posaconazole; Broth microdilution; Aspergillus; Medicine; Biology; Microbiology; Antifungal; Minimum inhibitory concentration; Antibiotics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.006716888,0.000815101,0.0004742495,0.003194297,0.0003355161,0.001218295,0.0008703629,0.000587618,0.0005650456],"category_scores_gemma":[0.01771592,0.0002371844,0.0007316432,0.001231905,0.0005619349,0.0004817718,0.0004905298,0.0005413662,0.0004698573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005719908,"about_ca_system_score_gemma":0.0005050898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005382737,"about_ca_topic_score_gemma":0.005649342,"domain_scores_codex":[0.9887417,0.00444379,0.002391005,0.00106425,0.003030951,0.0003283078],"domain_scores_gemma":[0.9825259,0.007350463,0.004202094,0.0008349908,0.004626009,0.000460402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003183305,0.0001305422,0.9760893,0.0000770944,0.0001299299,0.0002854288,0.0001993859,0.001034713,0.009397661,0.00007447993,0.0007620913,0.01150099],"study_design_scores_gemma":[0.00003440755,0.0009804412,0.8953454,0.0001947789,0.0002202571,0.002528896,0.0008508923,0.05037045,0.0466468,0.0002296405,0.002517482,0.00008041652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980386,0.001031797,0.01241801,0.0002898638,0.0001303157,0.0001857516,0.001283476,0.0002677485,0.004007089],"genre_scores_gemma":[0.9914804,0.0001023163,0.007541845,0.00007093646,0.00001441045,0.00002671339,0.0006478057,0.00001309407,0.0001024746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006716888,"threshold_uncertainty_score":0.03552276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028387086147602,"score_gpt":0.4818609321093736,"score_spread":0.3790222234946133,"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."}}