{"id":"W4405195695","doi":"10.1080/00221686.2024.2426008","title":"Automatic flow control of water distribution systems","year":2024,"lang":"en","type":"article","venue":"Journal of Hydraulic Research","topic":"Control and Stability of Dynamical Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Flow (mathematics); Distribution (mathematics); Hydrology (agriculture); Geology; Environmental science; Mechanics; Geotechnical engineering; Mathematics; Mathematical analysis; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002834009,0.0002913251,0.0002494194,0.0002503502,0.0003302456,0.000595851,0.0003609969,0.0002540479,0.00206791],"category_scores_gemma":[0.00105958,0.0001042265,0.0001536263,0.0002336844,0.0005046314,0.0004274366,0.0005102572,0.0003681953,0.0002009176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004529734,"about_ca_system_score_gemma":0.0004234758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003065503,"about_ca_topic_score_gemma":0.002135243,"domain_scores_codex":[0.9997808,0.00005526702,0.00001094186,0.0000490168,0.0000796897,0.00002416677],"domain_scores_gemma":[0.9997097,0.0001378212,0.00004984188,0.00003160782,0.00005991108,0.00001109529],"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":[0.00009269471,0.00005826974,0.0006083946,0.0001870473,0.00002646144,0.000123561,0.000175189,0.6846004,0.03593202,0.1038417,0.003030739,0.1713235],"study_design_scores_gemma":[0.00001615399,0.00003119288,0.0001949691,0.000008002327,0.000002883796,0.00001843936,0.000006732122,0.9796121,0.001922226,0.01488115,0.0032999,0.000006320312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03456828,0.0003869513,0.9502731,0.0002486406,0.0001007057,0.00004434344,0.00008217953,0.0009057235,0.01339006],"genre_scores_gemma":[0.9778795,0.0002209036,0.01845168,0.00004203468,0.00004101716,0.0000701598,0.00004489645,0.00002413474,0.003225734],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003065503,"threshold_uncertainty_score":0.006917894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01824918779713958,"score_gpt":0.2840363912467534,"score_spread":0.2657872034496138,"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."}}