{"id":"W2003594997","doi":"10.5942/jawwa.2015.107.0010","title":"Microbial Risk Modeling for Main Breaks","year":2014,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Water (Canada)","funders":"Water Research Foundation; U.S. Environmental Protection Agency","keywords":"Flushing; Risk analysis (engineering); Disinfectant; Risk assessment; Environmental science; Risk management; Risk model; Contamination; Biology; Business; Chemistry; Computer science; 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":[0.00105224,0.00009696776,0.0003284852,0.00006829158,0.00009705473,0.00002612827,0.0000585574,0.00007116887,0.0000194705],"category_scores_gemma":[0.000764917,0.00007352424,0.0001278731,0.00006877699,0.00003609187,0.0000592767,0.0000286423,0.0002120894,0.00004235923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000259949,"about_ca_system_score_gemma":0.00001323532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006504607,"about_ca_topic_score_gemma":0.00009054856,"domain_scores_codex":[0.9986316,0.0002224543,0.0002402033,0.0002137976,0.0001311156,0.0005608326],"domain_scores_gemma":[0.9994702,0.00006584771,0.000121831,0.0001281956,0.00009889663,0.0001150244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002095249,0.0002612708,0.5945222,0.00006371695,0.0005748122,0.000005785962,0.0007433338,0.006410013,0.05198913,0.00005255868,0.04882861,0.2944533],"study_design_scores_gemma":[0.01074594,0.004780227,0.06905776,0.0002979744,0.0004318744,0.00004652913,0.0005862523,0.8657243,0.002811514,0.003006489,0.04178211,0.0007290337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8443312,0.000009786884,0.1497246,0.005346157,0.0001003986,0.0002485236,0.00002033952,0.00004567897,0.000173328],"genre_scores_gemma":[0.9915257,0.00008391237,0.005612041,0.001414276,0.000508074,0.00004176793,0.0001916509,0.00002102947,0.0006015754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8593143,"threshold_uncertainty_score":0.2998232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00925266107987303,"score_gpt":0.2739698989673685,"score_spread":0.2647172378874955,"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."}}