{"id":"W4280582063","doi":"10.1021/acsestengg.2c00005","title":"Side-Stream Comparison of Peracetic Acid and Chlorine as Hypochlorite for Disinfection of Municipal Wastewater Effluent at a Full-Scale Treatment Facility, Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"ACS ES&T Engineering","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; Ministry of the Environment, Conservation and Parks","funders":"","keywords":"Peracetic acid; Disinfectant; Effluent; Wastewater; Sodium hypochlorite; Chlorine; Chloramine; Chemistry; Coliphage; Hypochlorite; Bleach; Environmental chemistry; Sewage treatment; Pulp and paper industry; Nuclear chemistry; Environmental engineering; Environmental science; Escherichia coli; Hydrogen peroxide","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006038518,0.0001733454,0.0002487102,0.00003928171,0.0001295974,0.000008346082,0.00006107459,0.00002604998,0.0002732133],"category_scores_gemma":[0.000005702661,0.0001580097,0.00005940909,0.00008262488,0.00002721794,0.00008498649,0.0001694262,0.00005661639,0.000002460867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001471463,"about_ca_system_score_gemma":0.0000202491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6466559,"about_ca_topic_score_gemma":0.7400467,"domain_scores_codex":[0.9990835,0.00001314662,0.0002479567,0.00023145,0.0002124095,0.0002115172],"domain_scores_gemma":[0.9996367,0.00003650904,0.00006882923,0.0001799018,0.000006153733,0.00007187387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002617471,0.0004534039,0.4071957,0.00007306952,0.0001077835,0.000003921072,0.005368206,0.2816038,0.3030641,0.000008960125,0.00006259711,0.001796788],"study_design_scores_gemma":[0.002800885,0.002805829,0.1984398,0.00002505512,0.0002401068,0.00004652358,0.000679276,0.00984122,0.7744257,0.00002032559,0.01022893,0.0004463318],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991227,0.00006810265,0.00004233728,0.00002617122,0.0001784832,0.0003615518,0.00006106119,0.00001991444,0.0001197173],"genre_scores_gemma":[0.9992321,0.000005452257,0.0001324614,0.000002962394,0.00001043327,0.0001249777,0.00009573497,0.00001076072,0.0003851475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4713616,"threshold_uncertainty_score":0.6443449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009598679140195033,"score_gpt":0.2051702159133661,"score_spread":0.195571536773171,"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."}}