{"id":"W4407821112","doi":"10.1016/j.rineng.2025.104446","title":"A numerical study on the effect of gate configuration on the hydraulic parameters of dam spillways","year":2025,"lang":"en","type":"article","venue":"Results in Engineering","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec; Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada; Hydro-Québec","keywords":"Engineering; Mechanics; Geotechnical engineering; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004202505,0.0001685473,0.0002534675,0.0001313904,0.00002257413,0.00001191727,0.0002104109,0.00005437564,0.000002999278],"category_scores_gemma":[0.000501408,0.00009623342,0.00006173751,0.0003645729,0.0000217673,0.00002186836,0.00001408479,0.0002766582,0.000002599663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004194261,"about_ca_system_score_gemma":0.000005746571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003026017,"about_ca_topic_score_gemma":0.000002085062,"domain_scores_codex":[0.9990925,0.00007379986,0.0003487844,0.0001370069,0.000179278,0.0001686653],"domain_scores_gemma":[0.9983485,0.001222211,0.00003491581,0.0003660162,0.000009992052,0.0000183131],"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":[0.00008267289,0.00001551441,0.0001099629,0.00007218668,0.00006146889,0.000002884477,0.0006172516,0.9931816,0.003666728,0.0004429313,0.0001085716,0.001638172],"study_design_scores_gemma":[0.001431089,0.0007417897,0.02147805,0.0004456083,0.00003120414,8.698566e-7,0.0001562831,0.7245024,0.2506987,0.00003313347,0.0002831576,0.0001977012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921364,0.00004205119,0.001601139,0.0001371805,0.0002734734,0.0005360603,0.000006411718,0.00006828663,0.005199012],"genre_scores_gemma":[0.9998698,0.000004905041,0.00002076636,0.00001876702,0.00001666991,0.00004353054,0.000001951892,0.00001469533,0.000008927188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2686793,"threshold_uncertainty_score":0.3924285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007235745591759035,"score_gpt":0.2233451020676951,"score_spread":0.2161093564759361,"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."}}