{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006833787,0.0001182697,0.0004855816,0.000131414,0.00007184355,0.00001802712,0.00005246804,0.0001318601,0.0001699273],"category_scores_gemma":[0.002804487,0.0001177607,0.000372296,0.00103043,0.00001690536,0.00004612739,0.0000189942,0.0001342599,0.00001837332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004939259,"about_ca_system_score_gemma":0.0001983926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009173049,"about_ca_topic_score_gemma":0.00407456,"domain_scores_codex":[0.9985248,0.00008648497,0.0003690679,0.0003978071,0.0002848301,0.0003369424],"domain_scores_gemma":[0.9986709,0.0004238553,0.0001104428,0.0003786922,0.0003143772,0.0001017425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002862425,0.0001355607,0.9605526,0.00007438302,0.0002917841,0.00008853027,0.0002255942,0.00001932817,0.0378643,0.0001265187,0.0002254544,0.0001097061],"study_design_scores_gemma":[0.001146219,0.0000275845,0.9832227,0.00002025155,0.0005584458,4.241129e-7,0.0002348876,0.00005357147,0.002924913,0.0003442224,0.01134667,0.0001200799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986496,0.002279622,0.002403846,0.001529856,0.00008790806,0.0003387921,0.0002027582,0.00002926055,0.006631976],"genre_scores_gemma":[0.9867223,0.0001987708,0.002285894,0.0005274578,0.00009147599,0.00003826186,0.0003139003,0.00001462156,0.009807301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03493939,"threshold_uncertainty_score":0.4802144,"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."}}