{"id":"W2494186376","doi":"10.1021/acs.est.6b02508","title":"Granular Activated Carbon Treatment May Result in Higher Predicted Genotoxicity in the Presence of Bromide","year":2016,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Universidad de Costa Rica; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Genotoxicity; Haloacetic acids; Chemistry; Bromide; Environmental chemistry; Comet assay; Chinese hamster ovary cell; Effluent; Chlorine; Chloramination; DNA damage; Toxicity; DNA; Organic chemistry; Environmental engineering; Biochemistry; Environmental science; Chloramine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003939588,0.0005668541,0.0003809949,0.0003425086,0.0002579004,0.0007696743,0.0003385183,0.0006717361,0.001225251],"category_scores_gemma":[0.0006210452,0.0001410498,0.0005498166,0.0004635484,0.000224988,0.0002063743,0.0002180218,0.000381006,0.0003772241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084965,"about_ca_system_score_gemma":0.00053059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009068054,"about_ca_topic_score_gemma":0.009212803,"domain_scores_codex":[0.9992518,0.00008157715,0.00005439265,0.0001177157,0.0004279309,0.0000665727],"domain_scores_gemma":[0.9994617,0.0001108258,0.0001153271,0.00005303905,0.0002358126,0.00002333864],"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":[0.0004049594,0.000074051,0.0109299,0.0003108843,0.00006173248,0.0001869363,0.00003106118,0.005266048,0.9740081,0.0001678056,0.0001454837,0.008412889],"study_design_scores_gemma":[0.00002006352,0.0008323197,0.03292714,0.00003095753,0.00008879617,0.0001562734,0.0001030294,0.007279453,0.9559267,0.0002669641,0.002345676,0.00002267197],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893308,0.001150085,0.006051482,0.00008579279,0.00003867489,0.00006822693,0.0007561333,0.0001648036,0.002354054],"genre_scores_gemma":[0.9951059,0.0004975647,0.001905295,0.00006245769,0.000002870799,0.00002953941,0.0008285153,0.00002178843,0.001546093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009068054,"threshold_uncertainty_score":0.01803052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009888930467400619,"score_gpt":0.2097109168615128,"score_spread":0.1998219863941122,"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."}}