{"id":"W4411196314","doi":"10.1016/j.fgb.2025.104016","title":"Aspergillus fumigatus isolated from diverse wildfowl exhibit distinct antifungal susceptibility profiles driven by genetic and non-genetic determinants","year":2025,"lang":"en","type":"article","venue":"Fungal Genetics and Biology","topic":"Mycotoxins in Agriculture and Food","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Institute of Infection and Immunity; Canadian Institutes of Health Research; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Biology; Aspergillus fumigatus; Antifungal; Microbiology; Genetics; Computational biology; Evolutionary biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00007378824,0.0002822802,0.0001926168,0.0005327638,0.0004065485,0.0004123653,0.0001314715,0.0002148033,0.0003767451],"category_scores_gemma":[0.000236469,0.0001171601,0.0001682482,0.0005762464,0.0002740115,0.00009340601,0.0001745049,0.0002187183,0.0001348605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003513235,"about_ca_system_score_gemma":0.0003523153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05998726,"about_ca_topic_score_gemma":0.1250731,"domain_scores_codex":[0.9998102,0.000008732561,0.00001868845,0.0000586365,0.00005025294,0.00005344737],"domain_scores_gemma":[0.9998407,0.00001731194,0.00005077306,0.000009779407,0.00005049954,0.00003081746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001680986,0.00006982043,0.196717,0.00007012639,0.00005546624,0.0005107049,0.0007915254,0.0001067621,0.7960373,0.00004052938,0.0001132054,0.005319367],"study_design_scores_gemma":[0.00000476153,0.0001047079,0.984544,0.000008448119,0.00003559234,0.0007418368,0.0009217229,0.0001030482,0.01270677,0.00001420309,0.0008074201,0.000007609854],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988801,0.0001560146,0.0001487926,0.00001550708,0.000003463286,0.00001168483,0.0004644795,0.000003241059,0.0003167436],"genre_scores_gemma":[0.9970253,0.0001927525,0.0006843774,0.00004497949,0.000002933157,0.00001271939,0.001465949,0.000003646149,0.0005672579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05998726,"threshold_uncertainty_score":0.1192762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01189624462396233,"score_gpt":0.22726061698971,"score_spread":0.2153643723657477,"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."}}