{"id":"W4400450797","doi":"10.1016/j.biortech.2024.131100","title":"Comprehensive study on pilot nitrification-sludge fermentation coupled denitrification system with extended sludge retention time","year":2024,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Denitrification; Nitrification; Simultaneous nitrification-denitrification; Environmental science; Fermentation; Activated sludge; Waste management; Chemistry; Pulp and paper industry; Environmental engineering; Environmental chemistry; Nitrogen; Sewage treatment; Food science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003053498,0.0005450459,0.0009396595,0.0001709456,0.0004637206,0.0004450063,0.0002715564,0.0003453683,0.0003377791],"category_scores_gemma":[0.0001733748,0.0001471713,0.0005931465,0.0002755956,0.0001757167,0.000400821,0.0003096144,0.0002584895,0.00007254971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003517144,"about_ca_system_score_gemma":0.0004957072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004488807,"about_ca_topic_score_gemma":0.004557059,"domain_scores_codex":[0.9998029,0.00002499867,0.00001299714,0.00004659546,0.00007479055,0.00003770049],"domain_scores_gemma":[0.9999213,0.00001689392,0.00001113604,0.000006109513,0.00003271455,0.00001192849],"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":[0.0003447281,0.0001998869,0.0009522846,0.0001678451,0.00002542261,0.0001441571,0.00003878196,0.0009247855,0.9915978,0.0000432425,0.00004889104,0.00551216],"study_design_scores_gemma":[0.00005681991,0.003743862,0.02890522,0.00001728303,0.0002252302,0.0002456209,0.0002743294,0.00874822,0.9552506,0.000105047,0.002385951,0.0000416995],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977846,0.0006017246,0.001127471,0.00002246736,0.00001387933,0.00002605392,0.00008466794,0.00001478174,0.0003244109],"genre_scores_gemma":[0.9970579,0.000893197,0.0009727528,0.00001653566,0.000006411452,0.0000200192,0.0001867863,0.000004595041,0.0008417346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004488807,"threshold_uncertainty_score":0.008925319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01973581663384459,"score_gpt":0.2378659358205711,"score_spread":0.2181301191867265,"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."}}