{"id":"W4404122303","doi":"10.1016/j.scitotenv.2024.177337","title":"Simultaneous nitrification and denitrification framework for decentralized systems: Long-term study utilizing rope-type biofilm media under field conditions","year":2024,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pacific Safety Products (Canada); Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Water Consortium","keywords":"Aeration; Nitrification; Environmental science; Timer; Denitrification; Rope; Environmental engineering; Sewage treatment; Simultaneous nitrification-denitrification; Computer science; Process engineering; Waste management; Engineering; Nitrogen; Chemistry; Wireless","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":[0.0005773704,0.0004989193,0.0008981939,0.0001389395,0.0003766266,0.0007442023,0.0005474903,0.0004955771,0.0003381515],"category_scores_gemma":[0.0004299489,0.0001917276,0.0004146976,0.0001727569,0.0002841766,0.0006135487,0.000391772,0.0007928171,0.0001010974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008636392,"about_ca_system_score_gemma":0.0009052111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007229669,"about_ca_topic_score_gemma":0.008968731,"domain_scores_codex":[0.9997182,0.00003446226,0.00001065032,0.0001109824,0.00007530969,0.00005035251],"domain_scores_gemma":[0.9997981,0.00004799563,0.00003789482,0.0000233201,0.00006096478,0.00003163212],"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":[0.0002895657,0.0007196511,0.001315557,0.0001839762,0.00005582901,0.00007366893,0.00007435904,0.01230947,0.9765742,0.0004212006,0.0001376993,0.0078448],"study_design_scores_gemma":[0.0001713521,0.004126492,0.01280597,0.00002067488,0.0001455684,0.0001504421,0.0003542402,0.2277492,0.7511037,0.0007470541,0.002549221,0.00007596732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995246,0.0002581614,0.004048751,0.0000318025,0.00001793737,0.00002929169,0.00009062525,0.00002318532,0.0002544],"genre_scores_gemma":[0.9942493,0.0003199772,0.004571577,0.00001036356,0.000008983607,0.00004652456,0.00009621313,0.000006013481,0.0006909356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007229669,"threshold_uncertainty_score":0.01437515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02299596496279752,"score_gpt":0.2700789211052942,"score_spread":0.2470829561424967,"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."}}