{"id":"W2997700958","doi":"10.1002/9781119300762.wsts0185","title":"Water Distribution Systems: Hydraulics and Quality Modeling","year":2019,"lang":"en","type":"other","venue":"Encyclopedia of Water","topic":"Water Systems and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Water quality; Context (archaeology); Urbanization; Quality (philosophy); Hydraulics; Environmental science; Population; Environmental engineering; Civil engineering; Engineering; Geography","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":[0.0004892951,0.0009112361,0.0007433008,0.001127208,0.0006277062,0.002100093,0.001365939,0.00153058,0.009042915],"category_scores_gemma":[0.001364199,0.0004161173,0.0008310153,0.002205424,0.0006852464,0.001919946,0.001089308,0.0008103232,0.001668256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001921766,"about_ca_system_score_gemma":0.001873425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02885227,"about_ca_topic_score_gemma":0.01079103,"domain_scores_codex":[0.9994895,0.0001283231,0.00003175357,0.00009460863,0.0002009209,0.00005485353],"domain_scores_gemma":[0.9995322,0.0001608431,0.00007054659,0.00003066689,0.0001857532,0.00002001802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001649196,0.00003574028,0.0009089194,0.0001320343,0.00001796493,0.00006054261,0.00003042997,0.9410495,0.0005936304,0.02386941,0.004571867,0.02871348],"study_design_scores_gemma":[0.000009263242,0.0000177665,0.0004084348,0.00003601387,0.00001305701,0.00003307634,0.00002466338,0.9697882,0.0003601406,0.01148596,0.01780873,0.00001465631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02647356,0.005716432,0.8545262,0.002436541,0.0003194765,0.0002901159,0.004030571,0.00237099,0.1038361],"genre_scores_gemma":[0.8286807,0.01170296,0.07077574,0.0003627998,0.0003833361,0.0006232162,0.003072162,0.0003853335,0.08401379],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02885227,"threshold_uncertainty_score":0.05736864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01038467114361056,"score_gpt":0.2025495725067733,"score_spread":0.1921649013631627,"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."}}