{"id":"W2183412900","doi":"10.2166/wqrj.2008.007","title":"Impact of Particulate Matter on Distribution System Disinfection Efficacy","year":2008,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sphingomonas paucimobilis; Disinfectant; Particulates; Chemistry; Chlorine; Environmental chemistry; Organic matter; Microbiology; Environmental engineering; Pulp and paper industry; Environmental science; Bacteria; Biology","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":[0.0005377633,0.0003595871,0.0003540865,0.0002330123,0.0002849624,0.0007671451,0.000182809,0.0003294399,0.001591838],"category_scores_gemma":[0.001023622,0.0001391456,0.0003529721,0.0001383658,0.0002595856,0.0002540215,0.0003810025,0.0003174806,0.0002185252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004382425,"about_ca_system_score_gemma":0.000315234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003231094,"about_ca_topic_score_gemma":0.002203951,"domain_scores_codex":[0.9994441,0.0001590867,0.00004664133,0.00007828985,0.0001895575,0.00008244221],"domain_scores_gemma":[0.9986736,0.0005715456,0.0002713487,0.00007467031,0.0003094804,0.00009938164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001241935,0.0001378443,0.01601255,0.0003224358,0.00008864151,0.0001748972,0.0000813259,0.001176007,0.9707592,0.00008423843,0.00007633933,0.00984463],"study_design_scores_gemma":[0.00002790963,0.00356203,0.04291436,0.00002603243,0.0001108377,0.000143173,0.000138926,0.001414561,0.9501377,0.00004890786,0.001464392,0.00001114637],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980521,0.000578532,0.0005803188,0.00003453052,0.00001985763,0.00002154112,0.0001000224,0.00001749208,0.0005955422],"genre_scores_gemma":[0.998822,0.0002534954,0.000318567,0.00002400966,0.000009009204,0.000006840931,0.000114401,0.000005422517,0.0004461095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003231094,"threshold_uncertainty_score":0.006424606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09912060644574328,"score_gpt":0.3954139945609403,"score_spread":0.296293388115197,"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."}}