{"id":"W4213006239","doi":"10.1002/edn3.286","title":"Environmental DNA detection and abundance estimates comparable to conventional methods for three freshwater larval species at a power plant discharge","year":2022,"lang":"en","type":"article","venue":"Environmental DNA","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Electric Power Research Institute","keywords":"Alewife; Dorosoma; Gizzard shad; Netting; Environmental DNA; Biology; Fishery; Ichthyoplankton; Abundance (ecology); Perch; Ecology; Relative species abundance; Sampling (signal processing); Biodiversity; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":["insufficient_payload"],"category_scores_codex":[0.000431228,0.0004720924,0.0003932254,0.00007123886,0.001955998,0.00004910051,0.0004091036,0.00007528179,0.01924345],"category_scores_gemma":[0.00001298316,0.000496017,0.0001837928,0.00008234128,0.0007888536,0.0003078118,0.00285609,0.0002304844,0.0009534258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001760819,"about_ca_system_score_gemma":0.000001712694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004440858,"about_ca_topic_score_gemma":0.0001328668,"domain_scores_codex":[0.9971066,0.0001303744,0.0003842,0.001012511,0.0006656268,0.0007007096],"domain_scores_gemma":[0.9990501,0.0001878195,0.0001593068,0.0003664982,5.653121e-7,0.0002356757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003322337,0.0004501421,0.3974084,0.00001043363,0.00009968529,0.00001002195,0.0007617615,0.0005406392,0.5943413,0.00001919046,0.004436718,0.00158947],"study_design_scores_gemma":[0.001199438,0.0005881629,0.6914919,0.000005891224,0.00007203934,0.00007195134,0.0007285391,0.001102675,0.05791071,0.000231207,0.245946,0.0006514207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920867,0.0002875138,0.001687867,0.0002901889,0.000385967,0.001306852,0.00344659,0.0000620676,0.0004462254],"genre_scores_gemma":[0.9714544,0.0000481858,0.02437711,0.0005498765,0.00004169743,0.0004838151,0.0003665531,0.00005727008,0.002621041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5364307,"threshold_uncertainty_score":0.9998245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598848940554001,"score_gpt":0.2335260634585603,"score_spread":0.2175375740530203,"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."}}