{"id":"W4308393775","doi":"10.1101/2022.11.07.515445","title":"Landscape-scale exposure to multiazole-resistant <i>Aspergillus fumigatus</i> bioaerosols","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Natural Environment Research Council; Sight Research UK; Albaha University; Canadian Institute for Advanced Research","keywords":"Aspergillus fumigatus; Microbiology; Biology; Aspergillosis; Spore; Aspergillus; Azole; Bioaerosol; Indoor bioaerosol; Antifungal; Immunology; Ecology; Chemistry; Aerosol","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":[0.0005213077,0.0001680556,0.0001665958,0.0002763499,0.0006223094,0.001047923,0.0003449808,0.0009186293,0.006797735],"category_scores_gemma":[0.00149287,0.0001259061,0.0002611052,0.0003255568,0.0003175518,0.0005448636,0.0009897198,0.0006652558,0.00132753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007426759,"about_ca_system_score_gemma":0.0005448044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01116936,"about_ca_topic_score_gemma":0.02384202,"domain_scores_codex":[0.9996731,0.00006571389,0.00001317822,0.00008973068,0.00009576882,0.00006241557],"domain_scores_gemma":[0.9986519,0.0002785137,0.0003434343,0.0001301696,0.0003913857,0.0002045375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003738568,0.0000424816,0.1758195,0.00116463,0.0001410815,0.001798063,0.003421794,0.0005963317,0.05542087,0.001611499,0.6963951,0.06321482],"study_design_scores_gemma":[0.00003176042,0.000305779,0.6161401,0.0004303516,0.0001182526,0.001556355,0.006468349,0.0009563594,0.01062364,0.001712035,0.3615751,0.00008194491],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7127826,0.00503023,0.009512149,0.1497733,0.008099225,0.0001297227,0.06732828,0.002295114,0.04504946],"genre_scores_gemma":[0.9542068,0.002612348,0.003138111,0.01861062,0.001409853,0.0000617485,0.009546827,0.0002223129,0.01019132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01116936,"threshold_uncertainty_score":0.02274066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324800060087108,"score_gpt":0.2380574237189018,"score_spread":0.2248094231180308,"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."}}