{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000577546,0.0003973243,0.000604082,0.0002896418,0.0003536275,0.0005598435,0.0004894749,0.000608605,0.0003601281],"category_scores_gemma":[0.000255276,0.0001513369,0.0005060821,0.0001770488,0.0002884678,0.0004111992,0.0003258338,0.0005401748,0.0001864139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006931168,"about_ca_system_score_gemma":0.0004719941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004598104,"about_ca_topic_score_gemma":0.004034505,"domain_scores_codex":[0.9996542,0.00006031431,0.00002372173,0.00005835748,0.0001466939,0.0000567008],"domain_scores_gemma":[0.9999137,0.00003041089,0.00001439227,0.000006884995,0.00002587576,0.000008766108],"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":[0.00006816101,0.0001744952,0.0003786842,0.0002113505,0.00001401998,0.00004049868,0.00004615102,0.0007565916,0.9928698,0.000240035,0.00002805548,0.005172209],"study_design_scores_gemma":[0.00002248224,0.001148804,0.003155988,0.00001812644,0.00002582025,0.0001291449,0.00007213313,0.002332217,0.988901,0.0001064638,0.004075225,0.00001246521],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982814,0.005174345,0.008442526,0.0001554623,0.00003918253,0.000133284,0.00009074713,0.00003848247,0.003112033],"genre_scores_gemma":[0.9677422,0.01019887,0.0168959,0.0001121331,0.00004531418,0.0001045082,0.0003048755,0.00001308024,0.004583194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004598104,"threshold_uncertainty_score":0.009142697,"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."}}