{"id":"W4213296771","doi":"10.1128/aem.02061-21","title":"Citizen Science Surveillance of Triazole-Resistant <i>Aspergillus fumigatus</i> in United Kingdom Residential Garden Soils","year":2022,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Wellcome Trust; Sight Research UK; Medical Research Council; Canadian Institute for Advanced Research; Albaha University; UK Research and Innovation","keywords":"Aspergillus fumigatus; Citizen science; Soil water; Biology; Environmental health; Microbiology; Ecology; Medicine; Botany","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":[0.0004026857,0.0001228252,0.0001421669,0.0007811394,0.0003983146,0.0005735459,0.0002273885,0.000534472,0.001680635],"category_scores_gemma":[0.001362404,0.000131205,0.0001243905,0.0009170862,0.0002352004,0.0003101631,0.0006702327,0.0002154813,0.0004009742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006200144,"about_ca_system_score_gemma":0.0005390376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1004547,"about_ca_topic_score_gemma":0.1447459,"domain_scores_codex":[0.999593,0.0001320406,0.00004327991,0.0000756554,0.00008993183,0.00006610144],"domain_scores_gemma":[0.9983245,0.0002723493,0.0006816702,0.0001163627,0.0004203166,0.0001847582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009617854,0.00003127514,0.9756197,0.0002050719,0.00001898906,0.0006672161,0.002718223,0.0001103508,0.005552022,0.00007121384,0.001780114,0.01312959],"study_design_scores_gemma":[0.000002829112,0.00009751953,0.9902654,0.00006066761,0.000008418145,0.0004355701,0.004915379,0.0001554098,0.0006471662,0.00002197723,0.003382535,0.000007037179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944208,0.0001671834,0.0001953753,0.0002513454,0.000005341786,0.00003581365,0.002878672,0.00001538332,0.002030048],"genre_scores_gemma":[0.9961139,0.0003597198,0.0006350764,0.0001944431,0.000005189448,0.00003020964,0.001534588,0.000003327238,0.001123531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1004547,"threshold_uncertainty_score":0.1997401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014548527046834,"score_gpt":0.2245180140142315,"score_spread":0.2143725287437631,"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."}}