{"id":"W2981933728","doi":"10.1080/09593330.2019.1683614","title":"Decentralized wastewater treatment in an urban setting: a pilot study of the circulating fluidized bed bioreactor treating septic tank effluent","year":2019,"lang":"en","type":"article","venue":"Environmental Technology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Effluent; Septic tank; Wastewater; Nitrification; Sewage treatment; Denitrification; Environmental science; Anoxic waters; Bioreactor; Environmental engineering; Waste management; Fluidized bed; Nutrient; Pulp and paper industry; Nitrogen; Chemistry; Environmental chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000143127,0.0003995412,0.0004595456,0.0001384977,0.0001267918,0.0000183976,0.0004569119,0.0001175597,0.0009341593],"category_scores_gemma":[0.000007300978,0.0002709011,0.00009883948,0.0003341163,0.000242643,0.0001697163,0.0003951462,0.0001677413,0.0002033633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008932847,"about_ca_system_score_gemma":0.000008257236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003737717,"about_ca_topic_score_gemma":0.0001876232,"domain_scores_codex":[0.9975898,0.0002117707,0.0005514658,0.0007012404,0.0003616821,0.0005840677],"domain_scores_gemma":[0.9988082,0.0000395584,0.0002294138,0.0008400147,0.000001324113,0.00008147278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006738734,0.001883871,0.5041203,0.000002181088,0.00003477349,0.00001505323,0.0009696129,0.00005724348,0.4923437,0.000002105538,0.000001394852,0.0005024185],"study_design_scores_gemma":[0.009270328,0.006801419,0.2105744,0.00003420624,0.0001334908,0.00004452801,0.005010704,0.0004419707,0.7670869,0.00007640372,0.00007488323,0.0004507937],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997579,0.00005007795,2.322941e-7,0.00007809694,0.00008544281,0.002038601,0.0000109688,0.00008096635,0.00007657549],"genre_scores_gemma":[0.9989421,0.000006036258,0.0006958075,0.00001635802,0.00001044856,0.0001268433,0.00001884687,0.00004695915,0.0001366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2935459,"threshold_uncertainty_score":0.9999791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066019874596759,"score_gpt":0.2184059170854824,"score_spread":0.2077457183395148,"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."}}