{"id":"W4210822164","doi":"10.1002/edn3.283","title":"Tracking the prevalence of a fungal pathogen, <i>Batrachochytrium dendrobatidis</i> (chytrid fungus), using environmental DNA","year":2022,"lang":"en","type":"article","venue":"Environmental DNA","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University; Ministry of Natural Resources and Forestry; Trent University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chytridiomycosis; Zoospore; Chytridiomycota; Biology; Abiotic component; Environmental DNA; Amphibian; Ecology; Biotic component; Fungus; Environment variable; Spore; Biodiversity; Microbiology; Botany","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":[0.0001307991,0.000150628,0.00008203854,0.0003889902,0.0003141374,0.0003684504,0.0001593418,0.0001361396,0.000399756],"category_scores_gemma":[0.0002366132,0.0001124765,0.00006484988,0.0003650253,0.0002317536,0.000159302,0.0001855268,0.000123492,0.0001080421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100046,"about_ca_system_score_gemma":0.0005460409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1809506,"about_ca_topic_score_gemma":0.505313,"domain_scores_codex":[0.9998639,0.00001202058,0.000006635639,0.00005803624,0.00003665991,0.00002270883],"domain_scores_gemma":[0.9996953,0.0000251099,0.0001303148,0.00001094537,0.00008464154,0.00005377636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000785883,0.00002147841,0.8977036,0.00003909882,0.00002130436,0.0000292493,0.000364714,0.0002192182,0.09314007,0.00002208658,0.0001156633,0.008244813],"study_design_scores_gemma":[0.000001539526,0.00004812015,0.9959144,0.000005515126,0.000006066078,0.00001978638,0.0002048115,0.0002617716,0.003119091,0.000006828723,0.0004096834,0.000002341103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982063,0.00005954311,0.0005474621,0.00001099026,0.000001101178,0.00001653703,0.0005843685,0.00001212575,0.0005615662],"genre_scores_gemma":[0.9971076,0.00007374848,0.001666833,0.00002160851,8.455555e-7,0.00001465167,0.000543704,0.000001924728,0.0005691327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1809506,"threshold_uncertainty_score":0.3597946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359116544856872,"score_gpt":0.1950887159634141,"score_spread":0.1814975505148454,"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."}}