{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005262034,0.0001450743,0.0001726379,0.00008336347,0.000242662,0.00006518847,0.0002313202,0.00003735396,0.0004783556],"category_scores_gemma":[0.00001656459,0.00008263883,0.00007017444,0.0001782363,0.0001189352,0.0007809378,0.0002658005,0.00004760761,0.0004167254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001038001,"about_ca_system_score_gemma":0.000005365552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486924,"about_ca_topic_score_gemma":0.0004365157,"domain_scores_codex":[0.998429,0.00003320089,0.0002307371,0.0005044343,0.0003742714,0.0004283379],"domain_scores_gemma":[0.9994654,0.00004658383,0.00004041327,0.0003568534,0.00002211216,0.0000686312],"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":[0.00003449321,0.0001988924,0.4815231,0.000004139256,0.00000492652,4.174734e-7,0.004791524,0.000657492,0.5124723,0.000001138927,0.000004487495,0.0003071102],"study_design_scores_gemma":[0.001339723,0.0008971766,0.05564316,0.000006527551,0.00002592989,0.000002745314,0.0002848419,0.001414233,0.9398507,0.0001741154,0.0002040423,0.0001567834],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977953,0.000001426965,0.0002342538,0.00006181518,0.0002602106,0.001011588,9.657732e-7,0.0000461272,0.000588303],"genre_scores_gemma":[0.999298,5.600258e-7,0.0001587019,0.00003462429,0.00001715825,0.00006088779,0.000006014901,0.000009983788,0.0004140935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4273784,"threshold_uncertainty_score":0.5356301,"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."}}