{"id":"W2997499906","doi":"10.1002/9781119300762.wsts0190","title":"Unregulated Disinfection By‐Products: Spatiotemporal Variation in Water Distribution Networks","year":2019,"lang":"en","type":"other","venue":"Encyclopedia of Water","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia; Université Laval","funders":"","keywords":"Haloacetic acids; Chloramine; Chloramination; Bromate; Environmental chemistry; Chloropicrin; Chemistry; Ozone; Chlorine dioxide; Chlorine; Natural organic matter; Disinfectant; Organic matter; Environmental science; Fumigation; Ecology; Bromide; Organic chemistry; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001943184,0.0003113876,0.0003030735,0.00009347072,0.00003287453,0.00002466457,0.0001144963,0.0003796988,0.004078432],"category_scores_gemma":[0.000006217311,0.0001976947,0.00006496923,0.0001468252,0.00006584641,0.0002257053,0.0001017301,0.0001468663,0.001318733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000251466,"about_ca_system_score_gemma":0.000004827575,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007939992,"about_ca_topic_score_gemma":0.0004116048,"domain_scores_codex":[0.9984052,0.00009583776,0.0003579391,0.0005008669,0.0002699947,0.0003702255],"domain_scores_gemma":[0.9994806,0.000007241583,0.0001303116,0.0003302129,0.000008823763,0.00004282377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001084141,0.0007458535,0.1138898,0.0001213112,0.00009102025,0.000006932018,0.0008491807,0.003532628,0.0090286,0.00001026908,0.8685328,0.003083141],"study_design_scores_gemma":[0.001388917,0.0001897694,0.04702438,0.0001094993,0.0001119543,0.000002924927,0.000007108778,0.0005764183,0.0158584,0.0001771771,0.9338521,0.0007013883],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3656206,0.0001735233,0.003868407,0.0007129444,0.004117151,0.002636557,0.0001473224,0.0003997023,0.6223239],"genre_scores_gemma":[0.5271853,0.0002003086,0.00004093416,0.00001424437,0.0002734355,0.00003624842,0.006457433,0.000177966,0.4656141],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1615647,"threshold_uncertainty_score":0.9994588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002768626809965814,"score_gpt":0.1769192047231963,"score_spread":0.1741505779132305,"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."}}