{"id":"W4415210401","doi":"10.1016/j.flowmeasinst.2025.103091","title":"Hydraulics of free and submerged flow over three-cycle rectangular labyrinth weirs","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":"","keywords":"Tailwater; Discharge coefficient; Weir; Hydraulics; Flow (mathematics); Flow conditions; Water discharge; Range (aeronautics); Water flow","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":[0.0002359585,0.0001638869,0.0003747083,0.0004376952,0.0005333796,0.0006412318,0.0004546928,0.000281951,0.001196211],"category_scores_gemma":[0.0006188093,0.0001518863,0.0001938857,0.0003453831,0.0008121709,0.0004054134,0.0004367882,0.0002932395,0.00009906767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007785051,"about_ca_system_score_gemma":0.0009856104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01048238,"about_ca_topic_score_gemma":0.008815937,"domain_scores_codex":[0.9998497,0.00001873719,0.000007638478,0.00004667378,0.00002867087,0.00004857802],"domain_scores_gemma":[0.9997045,0.0001151646,0.00004154146,0.00003406127,0.00005527978,0.00004937595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00275763,0.0006723306,0.07609896,0.0002180748,0.00007945059,0.001268492,0.002198519,0.3936597,0.4443869,0.005524163,0.0008097448,0.07232593],"study_design_scores_gemma":[0.0001203975,0.00198122,0.1892001,0.00003361807,0.00006848544,0.0001231928,0.002879064,0.7088011,0.09416468,0.0009827367,0.001498978,0.0001463593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979899,0.00001409771,0.001337178,0.00001125946,0.000002358746,0.000006065205,0.00005166503,0.00003660463,0.0005508758],"genre_scores_gemma":[0.9993132,0.000007606299,0.0003352901,0.000001850903,5.310496e-7,0.000004022683,0.0000155438,0.000002676096,0.0003192922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01048238,"threshold_uncertainty_score":0.02084273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007999758324047373,"score_gpt":0.1982704057046726,"score_spread":0.1902706473806253,"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."}}