{"id":"W2066513738","doi":"10.1016/j.watres.2003.09.010","title":"Effect of medium-pressure UV irradiation on bromate concentrations in drinking water, a pilot-scale study","year":2003,"lang":"en","type":"article","venue":"Water Research","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"Regional Municipality of Waterloo; Natural Sciences and Engineering Research Council; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bromate; Chemistry; Nitrate; Environmental chemistry; Water treatment; Irradiation; Maximum Contaminant Level; Environmental engineering; Environmental science; Inorganic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000536439,0.0004285574,0.0004650342,0.000197252,0.0005064845,0.0004582192,0.0005330883,0.0008026853,0.001500523],"category_scores_gemma":[0.001001382,0.0003904963,0.0006858171,0.0001986265,0.0006341203,0.0004337632,0.0004029899,0.0007508448,0.0002665693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003440195,"about_ca_system_score_gemma":0.0004147461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002911443,"about_ca_topic_score_gemma":0.002613638,"domain_scores_codex":[0.9995455,0.0001715886,0.00002574601,0.00008588003,0.00009809277,0.00007316611],"domain_scores_gemma":[0.998818,0.0008164297,0.00007563814,0.00009173117,0.0001151193,0.00008302504],"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":[0.006403679,0.0009229351,0.001521757,0.0001488182,0.00003600397,0.00007328101,0.0002330812,0.0003130811,0.9850907,0.00003134768,0.00005186159,0.005173382],"study_design_scores_gemma":[0.0002289294,0.01847554,0.01066495,0.00001064399,0.000108926,0.0001461669,0.0002507291,0.0006144466,0.9687328,0.00006081416,0.0006832588,0.00002286369],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983563,0.0003266757,0.0006662537,0.0000234348,0.00001272287,0.00003375226,0.0000487118,0.0000131881,0.0005190274],"genre_scores_gemma":[0.9975115,0.0004589093,0.001151864,0.00003480735,0.00001809481,0.00002947929,0.0000619971,0.00001288652,0.0007204534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002911443,"threshold_uncertainty_score":0.005788982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02955283461161168,"score_gpt":0.3214152699864468,"score_spread":0.2918624353748351,"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."}}