{"id":"W3178906926","doi":"10.1101/2021.07.08.451577","title":"Citizen-science surveillance of triazole-resistant <i>Aspergillus fumigatus</i> in UK residential garden soils","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Natural Environment Research Council; Sight Research UK; Canadian Institute for Advanced Research","keywords":"Aspergillus fumigatus; Compost; Tebuconazole; Spore; Biology; Microbiology; Horticulture; Fungicide; Agronomy","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":[0.0003318258,0.0001961821,0.0001955954,0.001345544,0.0005103233,0.0005718793,0.0003897535,0.0005599866,0.00182558],"category_scores_gemma":[0.001038863,0.0002028958,0.0001733353,0.001192992,0.0003349437,0.000335479,0.0007962791,0.0002600897,0.0007644293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005444846,"about_ca_system_score_gemma":0.0005169513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05391863,"about_ca_topic_score_gemma":0.06332344,"domain_scores_codex":[0.9995054,0.00008438216,0.00004504633,0.0001035255,0.0001577823,0.0001039035],"domain_scores_gemma":[0.998458,0.0001354652,0.000615997,0.0000709723,0.0004598595,0.0002597247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001292375,0.0000697505,0.9759238,0.00016158,0.00001389961,0.0008748999,0.002324029,0.00006335756,0.009803271,0.00004236477,0.001343278,0.009250551],"study_design_scores_gemma":[0.000004890251,0.0002368321,0.990823,0.00004397156,0.000008473206,0.0006728797,0.004415803,0.0001631193,0.001006869,0.00001925537,0.002595442,0.000009349355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960846,0.00008955791,0.0001415951,0.0000929133,0.000004759286,0.00006759141,0.00257377,0.00001352323,0.0009317013],"genre_scores_gemma":[0.9952905,0.0002887148,0.0007206326,0.0001480222,0.000008282573,0.00006208039,0.002146637,0.00000505425,0.001329988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05391863,"threshold_uncertainty_score":0.1072096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349258528255442,"score_gpt":0.2455607397726685,"score_spread":0.2320681544901141,"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."}}