{"id":"W4385418380","doi":"10.17159/wsa/2023.v49.i3.4004","title":"Monitoring seasonal variations of haloacetic acids (HAAS) in low-TOC and low-chlorine networks and assessing risk to public health: Muş, Türkiye case","year":2023,"lang":"en","type":"article","venue":"Water SA","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bitlis Eren Üniversitesi","keywords":"Haloacetic acids; Chlorine; Environmental science; Context (archaeology); Raw water; Health risk; Environmental chemistry; Groundwater; Public health; Natural organic matter; Detection limit; Surface water; Water treatment; Chemistry; Geography; Environmental engineering; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001598651,0.00034686,0.0002633432,0.0009983421,0.0007163573,0.0005875506,0.0003951628,0.0006054827,0.0005452964],"category_scores_gemma":[0.0002143171,0.0002132534,0.0002613493,0.001372639,0.000305314,0.0003666238,0.00029241,0.0001884811,0.00009112559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009306548,"about_ca_system_score_gemma":0.0007902755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05096961,"about_ca_topic_score_gemma":0.1176098,"domain_scores_codex":[0.9998343,0.00001661389,0.00001254498,0.00005550223,0.00004573564,0.00003521677],"domain_scores_gemma":[0.999788,0.00002564686,0.00006877682,0.0000100483,0.00008687251,0.00002071181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001841245,0.0001601947,0.9487958,0.0001372998,0.00009850213,0.003217446,0.002117828,0.0008769955,0.03140062,0.0001265376,0.0005885571,0.01229606],"study_design_scores_gemma":[0.000007175421,0.0001524741,0.9854485,0.00001795734,0.00007056013,0.0006962784,0.004448807,0.001920824,0.005027565,0.00008574806,0.002099078,0.00002510647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986416,0.0001178604,0.0001980543,0.00003142976,0.000005052513,0.0000152036,0.0003064758,0.000008691763,0.0006757264],"genre_scores_gemma":[0.99791,0.0001277196,0.0008387974,0.00002422783,0.000005411545,0.00002226655,0.0004584463,0.000002637019,0.0006105403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05096961,"threshold_uncertainty_score":0.1013458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02288684013059468,"score_gpt":0.2613119145190363,"score_spread":0.2384250743884416,"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."}}