{"id":"W3011466036","doi":"10.1039/d0ew00048e","title":"The impact of monochloramines and dichloramines on reverse osmosis membranes in wastewater potable reuse process trains: a pilot-scale study","year":2020,"lang":"en","type":"article","venue":"Environmental Science Water Research & Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trojan Technologies (Canada); Western University; McMaster University","funders":"","keywords":"Reverse osmosis; Reuse; Wastewater reuse; Potable water; Wastewater; Environmental science; Forward osmosis; Process (computing); Train; Reverse osmosis plant; Osmosis; Membrane; Waste management; Environmental engineering; Engineering; Computer science; Chemistry; Geography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001760277,0.0002691976,0.0003142914,0.0004069973,0.0006081495,0.0001010586,0.002211422,0.0001143702,0.0002312974],"category_scores_gemma":[0.0004366738,0.0001495503,0.00004088037,0.001701022,0.006916544,0.0005977175,0.002268002,0.0005454417,0.0001740745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003406472,"about_ca_system_score_gemma":0.0000235708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00057624,"about_ca_topic_score_gemma":0.0001325387,"domain_scores_codex":[0.9962941,0.0001523037,0.0004403871,0.0009515518,0.00112698,0.001034614],"domain_scores_gemma":[0.9987301,0.00008059671,0.00008091539,0.0009299211,0.00001216523,0.0001662943],"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":[0.0002364776,0.0006041193,0.1294017,0.00001305196,0.0000107342,0.00002822373,0.004927062,0.001082778,0.8614392,0.000007216946,0.00008123168,0.002168198],"study_design_scores_gemma":[0.0009028768,0.004881619,0.04711749,0.00001737452,0.000005479134,0.00001584946,0.01550323,0.001287734,0.9280077,0.001765909,0.0002212808,0.0002735236],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931365,0.00005225543,0.000001156619,0.005180027,0.00001734277,0.001266676,0.000008048032,0.0000939404,0.0002440249],"genre_scores_gemma":[0.9993674,0.0001352685,0.00008202832,0.00002721394,0.000008569968,0.0002096922,0.000002027888,0.0000204225,0.0001474302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0822842,"threshold_uncertainty_score":0.9957861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04142265920394544,"score_gpt":0.3327739261793409,"score_spread":0.2913512669753954,"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."}}