{"id":"W3167680729","doi":"10.3390/pathogens10060701","title":"Genome-Wide Association Analysis for Triazole Resistance in Aspergillus fumigatus","year":2021,"lang":"en","type":"article","venue":"Pathogens","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Michael G. DeGroote Institute for Infectious Disease Research, McMaster University; McMaster University","keywords":"Aspergillus fumigatus; Aspergillus; Biology; Genome-wide association study; Computational biology; Triazole; Microbiology; Genetics; Gene; Chemistry; Genotype; Single-nucleotide polymorphism","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008485884,0.0004287687,0.0004975904,0.001147937,0.0005167659,0.0005508206,0.00039508,0.0006195826,0.002669293],"category_scores_gemma":[0.001906499,0.0001910373,0.00129909,0.001812068,0.0003319909,0.0002143555,0.0004249989,0.0007849625,0.0002561908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001875383,"about_ca_system_score_gemma":0.0002752059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006925882,"about_ca_topic_score_gemma":0.008425139,"domain_scores_codex":[0.9989952,0.0002595782,0.0001208547,0.0003738945,0.0001210392,0.0001293818],"domain_scores_gemma":[0.9989177,0.0004088202,0.0003177621,0.0001125828,0.0001080521,0.0001351814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007040727,0.00007431992,0.9787393,0.00006731736,0.002038918,0.001338981,0.0001466492,0.0003456683,0.008095181,0.0001761912,0.0007762303,0.007497243],"study_design_scores_gemma":[0.00002366151,0.00006998952,0.9963953,0.00001267574,0.0005642581,0.0009586484,0.00008603047,0.0008586903,0.000378472,0.0001001561,0.0005431719,0.000008944852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995053,0.002246208,0.0008902663,0.0002552583,0.00004517904,0.000009187304,0.0008166481,0.00002980505,0.0006543685],"genre_scores_gemma":[0.998722,0.000290128,0.0003111649,0.00005011717,0.00001401183,0.000004864047,0.0004467636,0.000006419036,0.0001544747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006925882,"threshold_uncertainty_score":0.01377112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02040420911246434,"score_gpt":0.2779799002789647,"score_spread":0.2575756911665004,"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."}}