{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007162812,0.0006286596,0.0004683366,0.00008166732,0.001886587,0.00003616005,0.00140351,0.0001123278,0.01749646],"category_scores_gemma":[0.00001941157,0.0005975164,0.000402205,0.0002933526,0.001698471,0.0005218532,0.003530317,0.0006712598,0.0005652301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00190018,"about_ca_system_score_gemma":0.000008795585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008126305,"about_ca_topic_score_gemma":0.00000608893,"domain_scores_codex":[0.9948131,0.0004656333,0.0007696211,0.001136757,0.001892797,0.000922132],"domain_scores_gemma":[0.9980683,0.0001620553,0.0005597374,0.0009930916,0.000001084386,0.0002157605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007685286,0.0006117736,0.5507361,0.00003137723,0.00006795554,0.00005326872,0.001183591,0.002784949,0.4425622,0.000004962052,0.0006570389,0.001229938],"study_design_scores_gemma":[0.001161312,0.0004607203,0.9277244,0.00001779861,0.0003399537,0.0002836703,0.003369469,0.0004782335,0.05307417,0.0000660999,0.01209892,0.0009252361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936266,0.001508965,0.00006180512,0.0001097108,0.0004366787,0.0009937504,0.002338694,0.0000568906,0.0008668897],"genre_scores_gemma":[0.9964771,0.00047935,0.00101637,0.0004212906,0.00008447893,0.0000968056,0.00008124826,0.00007668019,0.00126671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3894881,"threshold_uncertainty_score":0.9996476,"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."}}