{"id":"W4392343463","doi":"10.1016/j.flowmeasinst.2024.102561","title":"Experimental and numerical study of the gated and ungated ogee spillway","year":2024,"lang":"en","type":"article","venue":"Flow Measurement and Instrumentation","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Spillway; Head (geology); Turbulence; Mechanics; Computer simulation; Volume of fluid method; Flow (mathematics); Ranging; Hydraulic head; Materials science; Geology; Geotechnical engineering; Physics","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":[0.00009957065,0.0001025311,0.00009666829,0.00004087445,0.00006276965,0.00005245806,0.00002968545,0.00002863285,0.00001856027],"category_scores_gemma":[0.000005487963,0.00007241673,0.00001283179,0.0001018388,0.00003118784,0.0001056444,0.00002036921,0.00006708373,5.539887e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000320629,"about_ca_system_score_gemma":0.000007164713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003107801,"about_ca_topic_score_gemma":0.000007666055,"domain_scores_codex":[0.9993756,0.00002947231,0.0001499546,0.0001269451,0.0002342835,0.00008369105],"domain_scores_gemma":[0.9998677,0.000006347499,0.00001183543,0.00006424871,0.00001526156,0.0000346024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006324807,0.0001411579,0.02122796,0.0003564316,0.0004463792,0.000005670822,0.0222645,0.001788652,0.7818327,0.0002374999,0.001034268,0.1706015],"study_design_scores_gemma":[0.003361508,0.0008065837,0.2161693,0.0002458196,0.0001942716,0.00003017742,0.005787726,0.3544494,0.4164987,0.0001181924,0.001849265,0.000489146],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973159,0.001551204,0.0002150142,0.00003291749,0.0003308551,0.0002678281,0.000002971213,0.00005851058,0.0002247368],"genre_scores_gemma":[0.9998475,0.00002083051,0.00006448371,0.00001145293,0.00002579485,0.000009624359,0.000002876007,0.00001065057,0.000006770136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.365334,"threshold_uncertainty_score":0.2953068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635612691644569,"score_gpt":0.2250254340628934,"score_spread":0.2086693071464477,"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."}}