{"id":"W1983858586","doi":"10.1016/j.chemosphere.2006.09.043","title":"UV-H2O2 based AOP and its integration with biological activated carbon treatment for DBP reduction in drinking water","year":2006,"lang":"en","type":"article","venue":"Chemosphere","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":218,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Haloacetic acids; Chemistry; Water treatment; Hydrogen peroxide; Environmental chemistry; Activated carbon; Advanced oxidation process; Portable water purification; Dichloroacetic acid; Ozone; Environmental engineering; Environmental science; Organic chemistry; Catalysis","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":[0.00003773096,0.0001232999,0.00009457255,0.000008188321,0.0000576864,0.00002139499,0.00002108113,0.0000695133,0.0001164493],"category_scores_gemma":[0.000002273197,0.00006867565,0.00001991753,0.00007170495,0.00003222487,0.0001067495,0.00000946913,0.00002916658,0.000006825995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002884791,"about_ca_system_score_gemma":0.000003262861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009366049,"about_ca_topic_score_gemma":0.0005163748,"domain_scores_codex":[0.9994356,0.00001503082,0.0000918859,0.0002462169,0.00005541848,0.0001558317],"domain_scores_gemma":[0.9998737,0.000008842646,0.00002514304,0.0000632803,0.00000635578,0.00002268774],"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":[0.0003412966,0.0003742095,0.2396965,0.000005946331,0.000009015977,0.000003633338,0.000251062,0.001443332,0.7500993,0.00001349023,0.00003987305,0.007722345],"study_design_scores_gemma":[0.001306641,0.0003237921,0.04865592,0.00001371905,0.00001328234,0.000003938802,0.00006402131,0.002228201,0.9469303,0.0002191534,0.0001293599,0.0001117102],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973543,0.00001360991,0.00009553816,0.0001647295,0.00002954402,0.0003725947,7.767086e-7,0.00004080661,0.001928084],"genre_scores_gemma":[0.9988913,0.000003075909,0.0004358605,0.000009787705,0.00003088295,0.00009367576,0.00009610584,0.000008219166,0.000431098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.196831,"threshold_uncertainty_score":0.2800511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394105096713108,"score_gpt":0.2084628287578882,"score_spread":0.1945217777907572,"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."}}