{"id":"W3002930881","doi":"10.1007/s10661-020-8112-x","title":"Synergistic effects of quenching agents and pH on the stability of regulated and unregulated disinfection by-products for drinking water quality monitoring","year":2020,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Ascorbic acid; Chloramine; Quenching (fluorescence); Chlorine; Ammonium chloride; Disinfectant; Chloride; Ammonium; Chlorine dioxide; Environmental chemistry; Chromatography; Inorganic chemistry; Organic chemistry; Food science","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":[0.0002561967,0.0001808865,0.000206327,0.00001499827,0.0002177078,0.0000304608,0.00004788581,0.00004926521,0.00001136408],"category_scores_gemma":[0.00002571229,0.0001222939,0.00003246182,0.0000474117,0.0001757264,0.0001492542,0.0001332475,0.00009158145,6.6596e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259019,"about_ca_system_score_gemma":0.000001799353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000195651,"about_ca_topic_score_gemma":4.745623e-7,"domain_scores_codex":[0.9988456,0.0001192147,0.0002505752,0.0003805925,0.0002268959,0.0001770707],"domain_scores_gemma":[0.9995115,0.0001607861,0.0001086656,0.0001433068,0.000002670404,0.00007304401],"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":[0.00002537952,0.00008812855,0.4329379,0.00007221819,0.00002535743,3.210357e-7,0.0004988108,0.00005356163,0.5641705,0.000005579308,0.000003092674,0.002119146],"study_design_scores_gemma":[0.0003410738,0.0002083668,0.4495769,0.0000426651,0.00003686672,2.701027e-7,0.0001400017,0.0001186116,0.5493807,0.00006084859,0.00001591582,0.00007785416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988762,0.00007299458,0.0001592936,0.0002083596,0.0001619712,0.000462598,0.000006771659,0.00001913307,0.00003273939],"genre_scores_gemma":[0.9995826,0.00007954948,0.0002038704,0.000004666104,0.0000515018,0.00004106115,0.00001103294,0.00001370643,0.00001197881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01663899,"threshold_uncertainty_score":0.4987002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02291770518938204,"score_gpt":0.2634699064079156,"score_spread":0.2405522012185336,"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."}}