{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0008298832,0.0002437354,0.0004068546,0.0001641489,0.001785398,0.00002101358,0.003076415,0.0002125806,0.0007351098],"category_scores_gemma":[0.0001202452,0.0002300566,0.0001000285,0.0002391571,0.01984373,0.0003985797,0.005588219,0.000401415,0.0003204324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000586716,"about_ca_system_score_gemma":0.000006874452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002430701,"about_ca_topic_score_gemma":0.00005092224,"domain_scores_codex":[0.9979483,0.00004756529,0.0004080313,0.0004900379,0.0005634759,0.0005425902],"domain_scores_gemma":[0.9977536,0.00004665682,0.0005757732,0.00150516,0.000003264407,0.0001155621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001161906,0.0003155922,0.7027659,0.000003642795,0.00001065186,0.000004296053,0.0001342413,0.00006790264,0.2953477,0.00009421662,0.00005654214,0.001187678],"study_design_scores_gemma":[0.0003071282,0.0003360601,0.7935711,0.000008316159,0.00002293462,0.00001330956,0.0007175128,0.00002824833,0.2011281,0.003299857,0.0003711773,0.0001962083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936357,0.00005535782,0.000009863723,0.0002117422,0.00009353286,0.000313056,0.00008843989,0.0000361485,0.005556198],"genre_scores_gemma":[0.9955259,0.0001315889,0.004165123,0.00004805964,0.000006343515,0.000011883,0.000004455086,0.00001013182,0.00009649471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0942196,"threshold_uncertainty_score":0.9995142,"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."}}