{"id":"W2143504140","doi":"10.1039/b107768f","title":"Monitoring dissolved organic carbon in surface and drinking waters","year":2002,"lang":"en","type":"review","venue":"Journal of Environmental Monitoring","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":141,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Water (Canada)","funders":"","keywords":"Dissolved organic carbon; Turbidity; Total organic carbon; Organic matter; Water quality; Environmental chemistry; Environmental science; Surface water; Surface runoff; Baseflow; Precipitation; Absorbance; Chemistry; Hydrology (agriculture); Environmental engineering; Drainage basin; Ecology; Streamflow; Chromatography; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000246423,0.0004472122,0.0009054897,0.0001322936,0.00009140507,0.00007063916,0.0002192013,0.0002082461,0.0001140969],"category_scores_gemma":[0.000008183527,0.0003625265,0.00022251,0.000164799,0.00008286641,0.0003804144,0.0002487166,0.0005255868,0.00004004072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001592762,"about_ca_system_score_gemma":0.000006037907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004469438,"about_ca_topic_score_gemma":0.000001551878,"domain_scores_codex":[0.9979255,0.0001137163,0.000789377,0.000340016,0.0004478815,0.0003835077],"domain_scores_gemma":[0.9990169,0.00007042219,0.0005565566,0.0001859427,0.000001314191,0.0001688884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007958522,0.0001914526,0.6123658,0.0002760906,0.00009020143,0.0002013592,0.00042605,0.00009813603,0.001872353,4.772192e-8,0.000002065421,0.3844685],"study_design_scores_gemma":[0.00759579,0.002222054,0.6737065,0.07608878,0.006116644,0.003476733,0.002348941,0.00008833003,0.01450726,0.000148745,0.206999,0.006701239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5016584,0.4974141,7.404753e-7,0.000002843207,0.0006444777,0.0001479808,8.457353e-7,0.000007328654,0.0001233324],"genre_scores_gemma":[0.3294951,0.6699111,0.0001632998,3.645079e-7,0.0002636959,0.000003106564,9.139543e-7,0.00004407111,0.0001183844],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3777673,"threshold_uncertainty_score":0.9998827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02385943626279971,"score_gpt":0.2507862802097768,"score_spread":0.2269268439469771,"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."}}