{"id":"W3137492370","doi":"10.13031/trans.14011","title":"Effectiveness of Denitrifying Bioreactors on Water Pollutant Reduction from Agricultural Areas","year":2021,"lang":"en","type":"article","venue":"Transactions of the ASABE","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Iowa Soybean Association; U.S. Department of Agriculture","keywords":"Denitrifying bacteria; Environmental science; Pollutant; Bioreactor; Agriculture; Environmental engineering; Water resource management; Denitrification; Nitrogen; Chemistry; Ecology; Biology; Botany","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":[],"consensus_categories":[],"category_scores_codex":[0.00006478608,0.00009893948,0.0001326576,0.0000164673,0.00009417682,0.000006830898,0.0001162024,0.0000450733,0.0005673571],"category_scores_gemma":[0.00000285461,0.00005105801,0.0001642761,0.0001603203,0.00009025435,0.00009833113,0.00001397592,0.00007667475,0.00003569458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007923314,"about_ca_system_score_gemma":0.00000531972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006076962,"about_ca_topic_score_gemma":0.00002615179,"domain_scores_codex":[0.9992714,0.0001228625,0.0001362037,0.0001615773,0.0001881718,0.0001197657],"domain_scores_gemma":[0.9996634,0.00003892274,0.00004159188,0.0002169103,0.0000106227,0.00002858333],"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":[0.0000721805,0.0001700969,0.001445248,0.000008007211,0.00008621377,0.000001265765,0.0002830408,0.001117191,0.996125,0.000002150313,0.000004842836,0.0006847874],"study_design_scores_gemma":[0.0003020123,0.0000400602,0.0996576,0.00004156787,0.0001102816,0.00001383414,0.0001978939,0.000007930129,0.899384,0.0001700041,0.00001424011,0.0000606074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990489,0.00002175122,0.0001482939,0.0001105426,0.0002272761,0.0001209027,0.00003354822,0.00001265661,0.0002760826],"genre_scores_gemma":[0.9993081,0.000005966653,0.0003557091,0.000002267656,0.00001166511,0.000005397894,0.00001157371,0.000006711721,0.0002926112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09821235,"threshold_uncertainty_score":0.6212162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009079479288938097,"score_gpt":0.2001479578165437,"score_spread":0.1910684785276056,"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."}}