{"id":"W2965308687","doi":"10.1002/aws2.1150","title":"A multiple‐site field study of stabilized hydrogen peroxide for drinking water disinfection","year":2019,"lang":"en","type":"article","venue":"AWWA Water Science","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Queen's University; Outotec (Canada)","funders":"","keywords":"Disinfectant; Haloacetic acids; Hydrogen peroxide; Chlorine; Chemistry; Environmental chemistry; Environmental engineering; Environmental science; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007995013,0.0005884797,0.0005137569,0.0003297771,0.001809505,0.0006090713,0.0008849532,0.0004985176,0.0009063378],"category_scores_gemma":[0.0009320817,0.0003786991,0.0003387849,0.0003328355,0.001066686,0.0003238694,0.0003700972,0.0005881834,0.0001592298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005424159,"about_ca_system_score_gemma":0.004905962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4842,"about_ca_topic_score_gemma":0.7743075,"domain_scores_codex":[0.9992871,0.0001777005,0.00001622348,0.0001487287,0.0001916304,0.0001786631],"domain_scores_gemma":[0.9985999,0.0002609985,0.0001864264,0.0000703379,0.000611018,0.0002711971],"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":[0.005624885,0.01962908,0.4239273,0.0005972796,0.0002630632,0.002176716,0.01600643,0.00233991,0.4852746,0.0003491625,0.0013657,0.04244586],"study_design_scores_gemma":[0.0004661473,0.03687873,0.8903564,0.00003858201,0.000195387,0.0005025741,0.01839761,0.002906519,0.04532261,0.0001207207,0.004718929,0.00009579604],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994191,0.00001567847,0.0002119474,0.00001247631,0.000002334961,0.00009455849,0.00003359531,0.000003617127,0.0002067444],"genre_scores_gemma":[0.9967328,0.00005667622,0.001330769,0.0000497544,0.000004649819,0.00008619777,0.0001296676,0.000003149581,0.001606344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4842,"threshold_uncertainty_score":0.9627633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008315417064106613,"score_gpt":0.2232786555685892,"score_spread":0.2149632385044826,"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."}}