{"id":"W2324387613","doi":"10.1061/9780784479360.074","title":"The Link between Transient Surges and Minimum Pressure Criterion in Water Distribution Systems","year":2015,"lang":"en","type":"article","venue":"Pipelines 2015","topic":"Water Systems and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Transient (computer programming); Surge; Control theory (sociology); Computer science; Environmental science; Engineering; Control (management)","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":[0.0009386047,0.000368047,0.0005823644,0.0005791376,0.0005110067,0.001243312,0.0005779085,0.0008875466,0.002182586],"category_scores_gemma":[0.006732721,0.0002466299,0.0004328625,0.0006763174,0.00109413,0.001408856,0.0007021008,0.001107801,0.000134851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007233573,"about_ca_system_score_gemma":0.000599108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002805795,"about_ca_topic_score_gemma":0.0008879932,"domain_scores_codex":[0.9990456,0.0003266578,0.00006695501,0.0001313632,0.0002787782,0.0001506899],"domain_scores_gemma":[0.9949038,0.003467275,0.0009650223,0.0001151279,0.0004171199,0.0001316463],"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":[0.0001717706,0.00007755477,0.004617834,0.0004012612,0.00006205559,0.0005984288,0.0003295578,0.8891683,0.006595973,0.07556503,0.001503895,0.02090825],"study_design_scores_gemma":[0.00001449489,0.0002481659,0.004356165,0.00002768971,0.00002220898,0.0002047669,0.0001401872,0.9429889,0.001526885,0.04945761,0.0009837552,0.00002905902],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3024474,0.001539195,0.6738499,0.001407287,0.0000784423,0.00008063879,0.0002487025,0.0005592538,0.01978915],"genre_scores_gemma":[0.9960056,0.0001754383,0.003282717,0.00001790989,0.00001990518,0.00001579111,0.00002709028,0.00001209177,0.0004434165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002805795,"threshold_uncertainty_score":0.00730145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889532693924221,"score_gpt":0.2238130059175869,"score_spread":0.2049176789783447,"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."}}