{"id":"W2003292383","doi":"10.1139/s06-046","title":"Impact of UV and secondary disinfection on microbial control in a model distribution system","year":2007,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Water Works Association Research Foundation; Water Research Foundation","keywords":"Disinfectant; Chlorine dioxide; Chlorine; Chemistry; Chloramine; Environmental chemistry; Water treatment; Biofilm; Pulp and paper industry; Bacteria; Environmental science; Environmental engineering; Inorganic chemistry; Biology; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003201661,0.0005455732,0.0007488093,0.0002451885,0.0004638649,0.0007683284,0.0004087616,0.0004909241,0.0007631417],"category_scores_gemma":[0.0004256636,0.000184339,0.000499158,0.0001876823,0.0002954587,0.0003542929,0.0004536229,0.0004139219,0.0001172509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281633,"about_ca_system_score_gemma":0.0008406927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008520322,"about_ca_topic_score_gemma":0.006169542,"domain_scores_codex":[0.9994251,0.0001323558,0.00002571641,0.0001617935,0.0001688138,0.00008622264],"domain_scores_gemma":[0.9996407,0.0001007366,0.0001064507,0.00002772663,0.00007356898,0.00005094157],"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":[0.0008060607,0.0003154649,0.003538348,0.0001643824,0.00003420332,0.00008121805,0.00005249005,0.00526602,0.9852762,0.00005565944,0.00004832678,0.004361612],"study_design_scores_gemma":[0.0001068773,0.004711631,0.006398417,0.000009996214,0.0000962975,0.000099999,0.00009211434,0.01812697,0.9692959,0.00005085834,0.0009922434,0.00001882603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965513,0.0001761387,0.002880275,0.00002227167,0.000007876315,0.00003913459,0.00006480718,0.00003457943,0.0002236173],"genre_scores_gemma":[0.9969415,0.0001410717,0.002347917,0.00001294354,0.000003131893,0.0000328087,0.00005466936,0.00001005958,0.0004559205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008520322,"threshold_uncertainty_score":0.01694149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002387823100089767,"score_gpt":0.1799661894300541,"score_spread":0.1775783663299643,"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."}}