{"id":"W2114168745","doi":"10.1016/j.drup.2015.08.001","title":"International expert opinion on the management of infection caused by azole-resistant Aspergillus fumigatus","year":2015,"lang":"en","type":"article","venue":"Drug Resistance Updates","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":330,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Sanofi Pasteur; Astellas Foundation for Research on Metabolic Disorders; Astellas Pharma; Bundesministerium für Bildung und Forschung; Cidara Therapeutics; National Institute of Allergy and Infectious Diseases; Medical Research Council; Celgene; Pfizer; Dainippon Sumitomo Pharma; Janssen Pharmaceuticals; Gilead Sciences; Radboud Universiteit; Sanofi; European Commission; Viropharma; Bristol-Myers Squibb","keywords":"Azole; Voriconazole; Micafungin; Aspergillosis; Aspergillus fumigatus; Itraconazole; Echinocandin; Medicine; Intensive care medicine; Drug resistance; Aspergillus; Amphotericin B; Esophageal candidiasis; Microbiology; Biology; Antifungal; Immunology; Fluconazole; Dermatology","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":[0.0005041565,0.0002083842,0.0002777335,0.00007283226,0.00009923992,0.00003187878,0.0001898645,0.00006835489,0.000160784],"category_scores_gemma":[0.00008523469,0.0001438945,0.0001269695,0.0002348691,0.0001733259,0.0001164179,0.00006279167,0.0001813376,0.00004187704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002672614,"about_ca_system_score_gemma":0.00005713381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007871979,"about_ca_topic_score_gemma":0.00008901655,"domain_scores_codex":[0.998134,0.00007683423,0.0004069259,0.0003747248,0.0007508572,0.0002567151],"domain_scores_gemma":[0.9988011,0.00007678089,0.0001668057,0.000571263,0.0002477523,0.000136293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008996502,0.001508984,0.03147315,0.0005241836,0.001104717,0.00007942488,0.002006072,0.00002657847,0.02239121,0.04699656,0.8799626,0.004930051],"study_design_scores_gemma":[0.002314814,0.0001502816,0.06138514,0.0008479279,0.0000459668,0.000001546322,0.001937914,0.00009504702,0.03417406,0.000839199,0.8978859,0.0003221527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8872639,0.004823238,0.0002723379,0.01291122,0.001242956,0.0009131014,0.0001036515,0.0001490778,0.09232054],"genre_scores_gemma":[0.9905267,0.00246819,0.0002509396,0.0005241955,0.0001181373,0.00004698907,0.0001467427,0.00002418924,0.005893857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1032629,"threshold_uncertainty_score":0.5867848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02548187277548414,"score_gpt":0.295827424816365,"score_spread":0.2703455520408809,"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."}}