{"id":"W2266932643","doi":"10.1007/s10653-016-9797-1","title":"Using regression models to evaluate the formation of trihalomethanes and haloacetonitriles via chlorination of source water with low SUVA values in the Yangtze River Delta region, China","year":2016,"lang":"en","type":"article","venue":"Environmental Geochemistry and Health","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"National Natural Science Foundation of China","keywords":"Yangtze river; China; Delta; Environmental science; Chemistry; Environmental chemistry; Water resource management; Geography; Archaeology","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":[0.001698044,0.0008948343,0.0004330707,0.0007312092,0.0002371421,0.0006680613,0.0004999716,0.0003859306,0.000220398],"category_scores_gemma":[0.002234602,0.0002407815,0.0007606518,0.0006840755,0.0002253845,0.0004927241,0.0003723999,0.0004045887,0.00007278212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001414938,"about_ca_system_score_gemma":0.001166519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05447995,"about_ca_topic_score_gemma":0.04097209,"domain_scores_codex":[0.9995715,0.0001732105,0.00002138892,0.00009247486,0.00007210106,0.00006921015],"domain_scores_gemma":[0.9989981,0.0006424566,0.0001482582,0.00003255114,0.0001464179,0.00003230916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001297943,0.0007147923,0.4098573,0.0002305192,0.001042679,0.0002110738,0.0002229552,0.506442,0.0426335,0.0006274403,0.0003472895,0.03637252],"study_design_scores_gemma":[0.00003791983,0.0004028989,0.07044045,0.000003756638,0.000207153,0.00002573937,0.0001469372,0.9121592,0.01612981,0.0002224711,0.0001972499,0.00002641921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967988,0.00007567314,0.002864551,0.00001848318,0.000002473291,0.00000819312,0.00007938028,0.00002159658,0.0001308876],"genre_scores_gemma":[0.998615,0.00006978938,0.0008702264,0.000004446661,0.000001537555,0.00001053605,0.0002173333,0.000005117427,0.0002059462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05447995,"threshold_uncertainty_score":0.1083257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02604162939625843,"score_gpt":0.2534199363296025,"score_spread":0.227378306933344,"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."}}