{"id":"W4221043352","doi":"10.1002/aws2.1280","title":"New developments in premise plumbing: Integrative hydraulic and water quality modeling","year":2022,"lang":"en","type":"article","venue":"AWWA Water Science","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Indigenous Peoples' Health","funders":"","keywords":"Environmental science; Legionella; Water quality; Environmental engineering; Ecology; Biology; Bacteria","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":[0.0006267253,0.0007977437,0.000819004,0.0004605745,0.0003440944,0.001225506,0.001616872,0.001024285,0.001691979],"category_scores_gemma":[0.001038733,0.0005703855,0.0008848205,0.000412226,0.0005930555,0.00134016,0.0009502002,0.001075665,0.0003302443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077017,"about_ca_system_score_gemma":0.00107257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02376167,"about_ca_topic_score_gemma":0.01805083,"domain_scores_codex":[0.9997463,0.00008155395,0.00001085172,0.00005944991,0.00007559293,0.00002631503],"domain_scores_gemma":[0.9996325,0.0001674449,0.00004288046,0.00003810247,0.00009235376,0.00002676052],"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":[0.000007403285,0.00003002299,0.0006176811,0.00001564086,0.00001132904,0.000019664,0.0000199955,0.9934001,0.0006171917,0.001484579,0.0001035243,0.003672924],"study_design_scores_gemma":[0.00000140579,0.000007044504,0.0001215996,0.000001384787,0.00000210037,0.000002426593,0.000004753349,0.9989892,0.0001091938,0.000448636,0.0003096665,0.000002523113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2159324,0.0006424907,0.7616191,0.0007327454,0.00009244338,0.0001775616,0.0006051073,0.001099051,0.01909914],"genre_scores_gemma":[0.9149373,0.0006269693,0.07726644,0.000087931,0.00006795695,0.000204753,0.0003840559,0.0001242506,0.006300354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02376167,"threshold_uncertainty_score":0.04724669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963624605401686,"score_gpt":0.2482243508151094,"score_spread":0.2285881047610925,"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."}}