{"id":"W4289981979","doi":"10.1002/edn3.347","title":"Environmental DNA tracks zooplankton population dynamics in experimental mesocosms","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":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund","keywords":"Mesocosm; Abiotic component; Zooplankton; Daphnia magna; Ecology; Biology; Abundance (ecology); Environmental DNA; Population; Plankton; Biomass (ecology); Environmental science; Biodiversity; Ecosystem; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003554471,0.0002298299,0.0003090249,0.0002331454,0.0003331387,0.0003449615,0.0002902131,0.0002307823,0.0007307279],"category_scores_gemma":[0.0004670486,0.0001889896,0.0002140006,0.0002191052,0.0002984204,0.0003529601,0.0004288196,0.00048135,0.0001342864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006882616,"about_ca_system_score_gemma":0.0003227271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004319068,"about_ca_topic_score_gemma":0.01291528,"domain_scores_codex":[0.9997193,0.00003174688,0.00001623896,0.0001618306,0.00005359558,0.00001720754],"domain_scores_gemma":[0.9994776,0.0001042595,0.0001589446,0.00006675407,0.00008991913,0.0001025927],"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":[0.001288886,0.0005002101,0.4469717,0.00006492492,0.0001380719,0.00006308818,0.0002087516,0.001999061,0.5406491,0.0001034316,0.0001640832,0.007848757],"study_design_scores_gemma":[0.00007567175,0.001312719,0.9290006,0.00001045406,0.00007954639,0.00003775217,0.0002511326,0.01067751,0.05745257,0.000154543,0.0009293806,0.00001804718],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989161,0.00004014841,0.0005438402,0.00001150846,0.000004795756,0.00002209484,0.0003131952,0.000009038514,0.0001392805],"genre_scores_gemma":[0.9963702,0.0000716088,0.002267122,0.00004633462,0.000004743439,0.0001093641,0.0006086846,0.000005379318,0.0005165859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004319068,"threshold_uncertainty_score":0.008587837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006869418736033426,"score_gpt":0.1937957928071887,"score_spread":0.1869263740711553,"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."}}