{"id":"W3043731610","doi":"10.1039/d0ew00316f","title":"UV/chlorine <i>vs.</i> UV/H<sub>2</sub>O<sub>2</sub> for water reuse at Orange County Water District, CA: a pilot study","year":2020,"lang":"en","type":"article","venue":"Environmental Science Water Research & Technology","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trojan Technologies (Canada); Western University","funders":"","keywords":"Reuse; Orange (colour); Chlorine; Environmental science; Chemistry; Waste management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002326238,0.0002279448,0.0002139851,0.0001146818,0.0004010903,0.0003442266,0.000462883,0.0003206973,0.003285232],"category_scores_gemma":[0.0003507175,0.0001843729,0.0002862187,0.0001409933,0.0001959266,0.0002509847,0.0001644355,0.0003338744,0.0002372862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006522061,"about_ca_system_score_gemma":0.0006987459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03260168,"about_ca_topic_score_gemma":0.07301494,"domain_scores_codex":[0.9998305,0.00003016712,0.000005943851,0.00003740956,0.00005026005,0.00004570028],"domain_scores_gemma":[0.9997129,0.0000675921,0.00006573317,0.00001945501,0.00008368804,0.0000506226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007007536,0.001706007,0.009293938,0.0003100313,0.00005804458,0.0001067668,0.0001592613,0.001565868,0.9605907,0.00006898712,0.0006495108,0.01848326],"study_design_scores_gemma":[0.0006865747,0.0253952,0.06108152,0.00002004539,0.000163379,0.0002140012,0.0005970616,0.003089567,0.9059362,0.00003789603,0.002749845,0.00002868692],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985607,0.0000862384,0.0002349072,0.00002069025,0.000003912533,0.00005068026,0.00008315372,0.00001654137,0.0009430912],"genre_scores_gemma":[0.9980583,0.0001097747,0.0005748178,0.00002715569,0.000001713349,0.0000164326,0.00005617199,0.000008540162,0.001147169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03260168,"threshold_uncertainty_score":0.06482387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236520307815999,"score_gpt":0.262125226149129,"score_spread":0.229760023070969,"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."}}