{"id":"W4406772248","doi":"10.1016/j.flowmeasinst.2025.102833","title":"Numerical investigations of cylindrical weir-gates with a flow extender","year":2025,"lang":"en","type":"article","venue":"Flow Measurement and Instrumentation","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Weir; Extender; Mechanics; Flow (mathematics); Materials science; Computer science; Physics; Composite material","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":[0.00008962809,0.0001205743,0.0001436331,0.00009628787,0.00006136793,0.00002552807,0.00004958311,0.00004903785,0.00003880749],"category_scores_gemma":[0.000022268,0.00009995258,0.0000244267,0.000204281,0.00005376834,0.0001379232,0.000007592608,0.00008428233,0.000002010164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005410624,"about_ca_system_score_gemma":0.00003996098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001511724,"about_ca_topic_score_gemma":0.00002077619,"domain_scores_codex":[0.9992453,0.00002102883,0.0002093586,0.000128007,0.0002707237,0.000125607],"domain_scores_gemma":[0.9997499,0.00001348759,0.00002318363,0.00009463991,0.00006687977,0.00005193416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002456554,0.0002200955,0.05971562,0.001245812,0.00115475,0.000006182923,0.005363013,0.2414213,0.06404047,0.005546506,0.0130255,0.6080151],"study_design_scores_gemma":[0.002806059,0.0002352867,0.08648679,0.0003424966,0.0001815835,0.000007801635,0.0003515187,0.8194768,0.08016386,0.002191148,0.0072943,0.000462339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8759934,0.0009470124,0.1097747,0.0007321934,0.0006152606,0.0005590328,0.00001478625,0.0002429379,0.01112078],"genre_scores_gemma":[0.9897859,0.00003560499,0.01000062,0.0000720732,0.00002721241,0.00002607042,0.000020678,0.000009260241,0.00002265193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6075528,"threshold_uncertainty_score":0.4075948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329910247359799,"score_gpt":0.21073715940162,"score_spread":0.197438056928022,"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."}}