{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004937599,0.00008191771,0.0001134921,0.00008533541,0.0000477649,0.00001697004,0.00004551712,0.00002766807,0.000008840353],"category_scores_gemma":[0.000008851291,0.00006260653,0.00003767559,0.0001014782,0.0001415404,0.0003118833,0.00002486865,0.00008585737,0.000001085529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000501514,"about_ca_system_score_gemma":0.000007138342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003638764,"about_ca_topic_score_gemma":0.000002317077,"domain_scores_codex":[0.9993637,0.000006293617,0.0001991265,0.0001071856,0.0001823687,0.0001412905],"domain_scores_gemma":[0.9997557,0.00002022177,0.00009056133,0.00004515908,0.00000179375,0.00008654379],"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":[0.00009471332,0.0001316155,0.2425637,0.000008453411,0.000007133724,0.000008342729,0.0001500712,0.158305,0.595982,0.00002127081,0.000005921786,0.002721798],"study_design_scores_gemma":[0.0007527171,0.000388487,0.9394461,0.00003228261,0.000009683963,0.0001104249,0.00002654564,0.05366553,0.005493371,0.00000717428,0.00000414464,0.00006352141],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932021,0.00002707701,0.006549416,0.00000469295,0.00005390436,0.0000561553,0.0000109846,0.000003522964,0.00009217928],"genre_scores_gemma":[0.999839,0.00001251899,0.0001247469,0.000002621559,0.00001197981,3.460511e-7,8.171179e-7,0.000003171539,0.00000479694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6968824,"threshold_uncertainty_score":0.255302,"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."}}