{"id":"W4416912578","doi":"10.1007/s42241-025-0063-9","title":"Hydraulic characteristics of lateral-intake multiple forebays under different pump start-up combinations","year":2025,"lang":"en","type":"article","venue":"Journal of Hydrodynamics","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic pump; Hydraulic jump; Inflow; Flow (mathematics); Hydraulics; Sump (aquarium); Hydraulic machinery; Backflow","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003206224,0.0002806112,0.0006389031,0.0004127747,0.0005286995,0.000783044,0.0003988356,0.00063357,0.003497878],"category_scores_gemma":[0.0006617532,0.0002108201,0.0003633461,0.0003497172,0.0005841305,0.0006766175,0.0003798103,0.0004869952,0.0004344346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005401915,"about_ca_system_score_gemma":0.0005890668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004087643,"about_ca_topic_score_gemma":0.004350903,"domain_scores_codex":[0.9997813,0.00002228512,0.00001085138,0.00005403382,0.0000515734,0.00007990358],"domain_scores_gemma":[0.9991966,0.0002622179,0.00007533215,0.0000406039,0.0002548108,0.0001705409],"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":[0.00960531,0.0006064267,0.04737392,0.0002982744,0.0001658214,0.001257482,0.001343238,0.1052016,0.7947029,0.001187395,0.00205256,0.03620497],"study_design_scores_gemma":[0.0002774872,0.003706441,0.2715677,0.00009213138,0.0003342261,0.0003556247,0.005815167,0.3180645,0.3950599,0.0008594017,0.003604482,0.0002629201],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983811,0.00003864181,0.0007264862,0.00002140167,0.00000658019,0.000004446371,0.0001272454,0.00004909198,0.0006450475],"genre_scores_gemma":[0.9987198,0.00002870185,0.0002437434,0.0000060281,0.000001199613,0.000005264234,0.0001454633,0.000008231253,0.0008415795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004087643,"threshold_uncertainty_score":0.01170152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00606137984811111,"score_gpt":0.2115003585889458,"score_spread":0.2054389787408347,"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."}}