{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008389842,0.0005212213,0.0004476289,0.0005492619,0.0002398403,0.0005408899,0.000534776,0.0003709958,0.0005122132],"category_scores_gemma":[0.001763097,0.0002571498,0.0006136283,0.0002882028,0.0002845367,0.0005526585,0.0003543065,0.0003299602,0.0001560493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001490725,"about_ca_system_score_gemma":0.000529839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138548,"about_ca_topic_score_gemma":0.008130313,"domain_scores_codex":[0.9995692,0.0001085458,0.00003277909,0.0001102912,0.0001222399,0.00005688153],"domain_scores_gemma":[0.9990594,0.0005428161,0.0001095761,0.00007245914,0.0001553077,0.00006047499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003537966,0.0008980005,0.04880772,0.0006107174,0.0002958542,0.0001480823,0.0003510214,0.4961295,0.4038743,0.002624649,0.0005567576,0.04216536],"study_design_scores_gemma":[0.00009136728,0.006288817,0.02669211,0.00002126492,0.000177964,0.0001681536,0.0002491085,0.8109909,0.1524808,0.001268571,0.001486667,0.00008442593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981638,0.0003003198,0.01690024,0.00003687687,0.00001320363,0.00006135496,0.0001416851,0.00007117721,0.0008371818],"genre_scores_gemma":[0.9911363,0.000344529,0.007198755,0.00001957447,0.000004977188,0.00009160236,0.0003514983,0.00001611442,0.0008366249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138548,"threshold_uncertainty_score":0.02263838,"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."}}