{"id":"W2120960571","doi":"10.7202/705156ar","title":"AOC reduction by biologically active filtration","year":2005,"lang":"en","type":"article","venue":"Revue des sciences de l eau","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"New Jersey Department of Environmental Protection","keywords":"Chemistry; Effluent; Trihalomethane; Environmental chemistry; Chlorine; Turbidity; Total organic carbon; Water treatment; Slow sand filter; Filtration (mathematics); Chloramine; Sand filter; Chloramination; Environmental engineering; Wastewater; Environmental science; Ecology; Organic chemistry","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":[0.0002119906,0.0007504899,0.0002825188,0.0003233434,0.0002254864,0.0004827837,0.0002616402,0.0004751525,0.0007073106],"category_scores_gemma":[0.0002896918,0.0002053027,0.0005082752,0.0002602274,0.0002705398,0.0002051363,0.0003144571,0.0004190135,0.0002346577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004969335,"about_ca_system_score_gemma":0.0004366854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003177631,"about_ca_topic_score_gemma":0.002743511,"domain_scores_codex":[0.9997172,0.00002276237,0.00001760165,0.0000695267,0.0001114274,0.00006149793],"domain_scores_gemma":[0.9998324,0.00002481399,0.00005756027,0.00001103084,0.00005556043,0.00001866163],"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":[0.00001292231,0.000006705264,0.00007137795,0.00001908519,0.00000163181,0.000007611426,0.000005037836,0.00005727732,0.9987001,0.00001485846,0.000009157853,0.001094058],"study_design_scores_gemma":[0.00000318636,0.000194998,0.001019962,0.000003403696,0.000008227882,0.00003049996,0.000007554298,0.0003099781,0.9974144,0.00001393918,0.0009896734,0.000004228022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835534,0.001585074,0.01161971,0.00009105128,0.00005853058,0.00007721809,0.0001343488,0.0001949998,0.002685753],"genre_scores_gemma":[0.981141,0.001220537,0.01218115,0.00008311941,0.0000179399,0.0000702901,0.0004368415,0.00004922779,0.00480001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003177631,"threshold_uncertainty_score":0.006318271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04890014841593802,"score_gpt":0.2828734062288818,"score_spread":0.2339732578129438,"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."}}