{"id":"W2331515190","doi":"10.2166/wst.2001.0727","title":"Comparison of static and dynamic disinfection models for bacteria and viruses in water of varying quality","year":2001,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"American Water Works Association Research Foundation; Water Research Foundation","keywords":"Disinfectant; Chloramine; Chlorine; Environmental science; Indicator bacteria; Water quality; Water treatment; Pulp and paper industry; Microbiology; Chemistry; Environmental engineering; Fecal coliform; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006912183,0.00006582113,0.0003565264,0.0005114776,0.00004368056,0.000005478907,0.00008194598,0.0000656507,0.000005150329],"category_scores_gemma":[0.0001221199,0.00004052785,0.00001519362,0.0001712995,0.001073488,0.0001592173,0.0001230123,0.00008854844,3.833174e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003146094,"about_ca_system_score_gemma":0.00001430525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000165758,"about_ca_topic_score_gemma":0.0001192633,"domain_scores_codex":[0.998965,0.00003364609,0.0003369602,0.0002225473,0.00008438394,0.0003575045],"domain_scores_gemma":[0.9996908,0.00001481897,0.00004272679,0.00013898,0.00006760933,0.00004503342],"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":[0.0001635566,0.00005517935,0.2508366,0.00007997694,0.000003190758,0.0000013338,0.0003098209,0.00004077752,0.7442405,0.000103429,7.566096e-7,0.004164866],"study_design_scores_gemma":[0.002976891,0.003637322,0.1208146,0.0001943252,0.00002229158,0.0001612145,0.0007672475,0.1002258,0.7464176,0.0245143,0.0001059039,0.0001624708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875281,0.00004346293,0.01107688,0.001060427,0.00002557937,0.0002295074,0.00000324772,0.0000167104,0.00001612302],"genre_scores_gemma":[0.9975302,0.0000693557,0.002331248,0.00003409502,0.000002262699,0.00001837686,0.000003997298,0.000003697718,0.000006825988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.130022,"threshold_uncertainty_score":0.3955313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07826327096205261,"score_gpt":0.4253848636518613,"score_spread":0.3471215926898087,"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."}}