{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008291095,0.0006324183,0.0002008781,0.0008180139,0.0003771037,0.0004550577,0.0003767688,0.000361942,0.00163863],"category_scores_gemma":[0.00169918,0.0002523974,0.0002970001,0.0004142064,0.0004095188,0.0004723575,0.0005266864,0.000364673,0.000629284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004796311,"about_ca_system_score_gemma":0.0004025153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002652994,"about_ca_topic_score_gemma":0.01198555,"domain_scores_codex":[0.9987204,0.0001387197,0.0001050191,0.000504069,0.0004597913,0.00007200808],"domain_scores_gemma":[0.998958,0.0002137946,0.0003189214,0.00005144843,0.0004149629,0.00004279869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001366703,0.0001319365,0.2241472,0.0002046447,0.00006493149,0.00006586118,0.0003195856,0.0008081922,0.7418205,0.0002143728,0.0001770875,0.03190919],"study_design_scores_gemma":[0.00002626408,0.001052447,0.4489706,0.00008068462,0.0001595349,0.0004473031,0.0008855774,0.006894737,0.5345419,0.0002728133,0.006616867,0.0000511613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371235,0.000315656,0.05517001,0.00005643991,0.00003978351,0.0003300449,0.002010658,0.0002473143,0.004706657],"genre_scores_gemma":[0.9239264,0.0002556902,0.06855536,0.0001334792,0.00001876229,0.0004108871,0.00162681,0.00002720494,0.005045572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002652994,"threshold_uncertainty_score":0.00548172,"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."}}