{"id":"W2587959662","doi":"10.1021/acs.est.6b05606","title":"Ecogenomics of Zooplankton Community Reveals Ecological Threshold of Ammonia Nitrogen","year":2017,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Collaborative Innovation Center for Regional Environmental Quality; Natural Science Foundation of Jiangsu Province; State Administration of Foreign Experts Affairs; Ministry of Science and Technology of the People's Republic of China; Chinese Academy of Sciences; Ministry of Education of the People's Republic of China; Canada Research Chairs","keywords":"Zooplankton; Aquatic ecosystem; Eutrophication; Ecology; Biomonitoring; Freshwater ecosystem; Environmental science; Ecosystem; Cladocera; Biology; Water quality; Nutrient","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":[0.000146286,0.000158699,0.0001610902,0.0007504781,0.0001891524,0.0002494629,0.00008317983,0.0002212687,0.0004056995],"category_scores_gemma":[0.0002470684,0.0001093202,0.0001094455,0.0004077484,0.000196791,0.0002196026,0.0002319297,0.0001317203,0.00008065093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869504,"about_ca_system_score_gemma":0.0001241474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00280824,"about_ca_topic_score_gemma":0.005339446,"domain_scores_codex":[0.9999098,0.00001225836,0.000004660762,0.00003688881,0.00001785101,0.00001853268],"domain_scores_gemma":[0.9998412,0.00002070708,0.00005382541,0.000006513083,0.00004129142,0.0000363895],"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":[0.0001246133,0.00004633348,0.303991,0.00004771954,0.00004097683,0.00007631155,0.0003710517,0.0002174978,0.6867658,0.0000932586,0.00009180918,0.008133582],"study_design_scores_gemma":[9.60041e-7,0.00004133754,0.9958412,0.000001841168,0.000006874108,0.0000358312,0.0001359572,0.0004315048,0.003358223,0.00003595837,0.0001083241,0.000002053822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990255,0.00007667583,0.0004021394,0.00001041247,0.000001334094,0.000006006489,0.0002327284,0.000006352956,0.00023892],"genre_scores_gemma":[0.9982559,0.00009186378,0.0008314099,0.00003628174,0.000002871391,0.00001601691,0.0004076489,0.000003852134,0.0003541903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00280824,"threshold_uncertainty_score":0.005583763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01753911390379299,"score_gpt":0.231538833663804,"score_spread":0.213999719760011,"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."}}