{"id":"W4387763031","doi":"10.1061/jhend8.hyeng-13493","title":"Surge Analysis of Air Vessel with Different Connection Types in Pressurized Water Delivery Systems","year":2023,"lang":"en","type":"article","venue":"Journal of Hydraulic Engineering","topic":"Water Systems and Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Surge; Connection (principal bundle); Environmental science; Hydraulics; Marine engineering; Hydrology (agriculture); Geotechnical engineering; Engineering; Civil engineering; Geology; Mechanical engineering; Electrical engineering; Aerospace engineering","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":[0.0002348195,0.0001193265,0.0004478828,0.0009504939,0.000009944649,0.00001868645,0.00007672609,0.00005364395,0.000005135223],"category_scores_gemma":[0.000009157215,0.00007994764,0.00008742856,0.0006066313,0.000004336849,0.0001744193,0.00001121781,0.0001123813,0.000001327218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005204811,"about_ca_system_score_gemma":0.000004669489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003953985,"about_ca_topic_score_gemma":0.00004108173,"domain_scores_codex":[0.999089,0.00001924062,0.0004700294,0.00006764177,0.0001862859,0.0001678176],"domain_scores_gemma":[0.9996585,0.00004670564,0.00007716814,0.00009711346,0.00007634561,0.00004417814],"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":[0.00001572239,0.000009587224,0.002887423,0.000201381,0.0006508538,0.00002599339,0.0003681344,0.9895205,0.006210682,0.000006153463,0.00008536635,0.00001813706],"study_design_scores_gemma":[0.0004143163,0.00004055718,0.02432222,0.0002124877,0.0002397242,0.0000148277,0.00005640039,0.9656277,0.008546132,6.446107e-7,0.000409346,0.0001156497],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837776,0.0003127503,0.01522727,0.00001274963,0.0004719063,0.00007324048,0.000002584085,0.00006889878,0.00005296672],"genre_scores_gemma":[0.9997128,0.0000902743,0.00004284596,0.000001051849,0.0000657186,0.000004887935,0.00000902167,0.00002448796,0.00004889808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02389287,"threshold_uncertainty_score":0.326017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005940051292689286,"score_gpt":0.1729138034414724,"score_spread":0.1669737521487832,"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."}}