{"id":"W4220725886","doi":"10.1021/acsestwater.1c00418","title":"Effect of UV/Chlorine Oxidation on Disinfection Byproduct Formation from Diverse Model Compounds","year":2022,"lang":"en","type":"article","venue":"ACS ES&T Water","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Toronto","funders":"Science and Technology Commission of Shanghai Municipality; Natural Sciences and Engineering Research Council of Canada; Central University Basic Research Fund of China; National Natural Science Foundation of China","keywords":"Haloacetic acids; Chlorine; Chemistry; Chloroform; Trihalomethane; Advanced oxidation process; Water treatment; Natural organic matter; Nuclear chemistry; Environmental chemistry; Portable water purification; Halide; Inorganic chemistry; Organic matter; Organic chemistry; Catalysis; Environmental engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002130784,0.0001296126,0.0001154724,0.00005368189,0.0002510242,0.00002026738,0.00007895596,0.00002710255,0.0005979633],"category_scores_gemma":[0.000004930093,0.00009071147,0.0000552447,0.00009145388,0.00003269623,0.0005051265,0.0001631298,0.00007444873,0.0003376329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002698515,"about_ca_system_score_gemma":0.000001350968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006475978,"about_ca_topic_score_gemma":0.00001727766,"domain_scores_codex":[0.9990551,0.0001047714,0.0001541778,0.0002341306,0.0003001586,0.0001515875],"domain_scores_gemma":[0.9996743,0.00002039757,0.00006239311,0.0002078735,0.000005039017,0.00003002683],"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":[0.0005601983,0.0004618146,0.1935871,0.00001902358,0.00004426939,0.000002040005,0.001652752,0.1330325,0.6594099,0.00004232744,0.00275695,0.008431112],"study_design_scores_gemma":[0.0009932584,0.000799963,0.01496157,0.000003565727,0.00006607666,0.000002860959,0.00002192151,0.00785944,0.9739945,0.0005912569,0.000564701,0.0001408906],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974631,0.00000199748,0.0002961383,0.00008743809,0.0002198291,0.0002893918,0.00001712643,0.00005254266,0.001572404],"genre_scores_gemma":[0.9987822,0.00000269044,0.00002884015,0.00003344404,0.00003992679,0.00005629029,0.0007087952,0.00001086894,0.0003369988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3145846,"threshold_uncertainty_score":0.6547279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009517397506182067,"score_gpt":0.210497161974718,"score_spread":0.2009797644685359,"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."}}