{"id":"W3013369097","doi":"10.1061/(asce)ee.1943-7870.0001700","title":"Monochloramine Formation and Decay in the Presence of H2O2 after UV/H2O2 Advanced Oxidation","year":2020,"lang":"en","type":"article","venue":"Journal of Environmental Engineering","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Chloramine; Chlorine; Chemistry; Ammonia; Water treatment; Chloramination; Hydrogen peroxide; Environmental chemistry; Photochemistry; Inorganic chemistry; Environmental engineering; Organic chemistry; Environmental science","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":[0.00009660272,0.00007251955,0.0000850728,0.00002681887,0.00001344439,0.00001051799,0.0000639738,0.00002175876,0.00006892203],"category_scores_gemma":[0.00001251585,0.00005229908,0.00002905675,0.00006795818,0.00002428869,0.0006144322,0.00003453157,0.00007257758,0.000006261675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006126304,"about_ca_system_score_gemma":8.095561e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003826378,"about_ca_topic_score_gemma":0.000001652736,"domain_scores_codex":[0.9994604,0.00001428762,0.0002126225,0.00006365855,0.000171584,0.00007743166],"domain_scores_gemma":[0.9997899,0.00002451579,0.00009779774,0.00004775589,0.000001393012,0.00003863738],"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":[0.0001771556,0.0001626814,0.08975537,0.00003933243,0.00001320373,0.00002638546,0.004372183,0.125382,0.7683108,0.00001063355,0.00003627982,0.01171394],"study_design_scores_gemma":[0.0009836961,0.0003777739,0.8651368,0.00003479393,0.00002874181,0.00005536488,0.000523078,0.01281818,0.1193885,0.00002122402,0.0005073476,0.0001244956],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970782,0.0001282089,0.002379925,0.00021563,0.00002745811,0.00009039714,0.000001479837,0.000002717963,0.00007594303],"genre_scores_gemma":[0.999158,0.00007547656,0.0006829253,0.00004907165,0.00002038116,0.000003540962,0.000001754945,0.000004880145,0.0000039314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7753814,"threshold_uncertainty_score":0.2132695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004265259655825839,"score_gpt":0.1674779263275897,"score_spread":0.1632126666717639,"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."}}