{"id":"W1973156324","doi":"10.1139/s07-009","title":"Biological denitrification of reverse osmosis brine concentrates: II. Fluidized bed adsorber reactor studies","year":2007,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"California Energy Commission","keywords":"Denitrification; Brine; Sulfate; Nitrate; Hydrogen sulfide; Chemistry; Reverse osmosis; Sulfide; Activated carbon; Fluidized bed; Sulfate-reducing bacteria; Nitrogen; Pulp and paper industry; Chemical engineering; Adsorption; Membrane; Sulfur","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007928834,0.0001226086,0.0002093182,0.00007356951,0.00008870808,0.00001021827,0.0001730305,0.00003661182,0.00008097283],"category_scores_gemma":[0.00007307827,0.00008757348,0.00005961928,0.0001893945,0.0005514032,0.0002877931,0.0001186844,0.00009074259,0.000005693684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001826445,"about_ca_system_score_gemma":0.000006939976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007159106,"about_ca_topic_score_gemma":4.586624e-7,"domain_scores_codex":[0.9988649,0.00001222938,0.0003642804,0.0001670868,0.0003626305,0.0002289081],"domain_scores_gemma":[0.9995067,0.00006429601,0.0001795566,0.0000987821,0.000008145774,0.0001425619],"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":[0.00004476089,0.00008184607,0.01961664,0.00000328092,0.00002076548,0.00001475257,0.0003609306,0.00008866464,0.9788959,0.000009427494,0.00002347115,0.0008395506],"study_design_scores_gemma":[0.0006695653,0.000380686,0.09093422,0.00003136522,0.00003586361,0.0001455429,0.0004426847,0.0001526668,0.9065284,0.0000207328,0.0005242456,0.0001340747],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990337,0.000646628,0.00006038979,0.00004053857,0.000109631,0.00006935307,0.000003157686,0.00000639918,0.00003023826],"genre_scores_gemma":[0.9917331,0.0005955587,0.00759013,0.00001485967,0.00002813827,6.032765e-7,6.711874e-7,0.000005176106,0.00003174748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07236756,"threshold_uncertainty_score":0.3571143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01744508084526298,"score_gpt":0.2290678034564372,"score_spread":0.2116227226111743,"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."}}