{"id":"W4387310511","doi":"10.2175/193864718825158990","title":"Coca Cola Membrane Bioreactor Wastewater Treatment System","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane bioreactor; Wastewater; Effluent; Sewage treatment; Waste management; Bioreactor; Aeration; Environmental science; Pulp and paper industry; Engineering; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002113219,0.0002730066,0.000244416,0.00004842862,0.0004618616,0.00007051894,0.0002630944,0.00008022464,0.0001877942],"category_scores_gemma":[0.000004405183,0.0001319493,0.0001121537,0.0001019037,0.0001713048,0.0002966085,0.0004923371,0.00005429118,0.000766992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005749304,"about_ca_system_score_gemma":0.000002230707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001594386,"about_ca_topic_score_gemma":0.00001624189,"domain_scores_codex":[0.9982803,0.000018131,0.0003507768,0.0004230684,0.00051042,0.0004173052],"domain_scores_gemma":[0.9996079,0.00001347715,0.000126805,0.0001784319,0.000006354155,0.00006703751],"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":[0.00004245634,0.00009859723,0.003601016,0.00005257908,0.00006000309,0.000001266133,0.001625422,0.0005549582,0.9919385,0.0004802397,0.001359687,0.0001852999],"study_design_scores_gemma":[0.0004326397,0.0001811813,0.004197921,0.00002780611,0.00005732186,0.000007134948,0.0006926258,0.001080197,0.9835759,0.0005302185,0.009014443,0.000202621],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826392,0.000006201055,0.00000418991,0.002050103,0.0001843391,0.0005007549,0.000017523,0.0001369905,0.01446071],"genre_scores_gemma":[0.9921603,0.00001864202,0.00009144679,0.0000373345,0.00006635441,0.0001795897,0.00001856119,0.00003431848,0.007393421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00952114,"threshold_uncertainty_score":0.9858386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115165310404712,"score_gpt":0.1785503000996077,"score_spread":0.1670337690591365,"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."}}