{"id":"W4410640783","doi":"10.1016/j.rineng.2025.105424","title":"Quality of regular waves experimentally generated by plunger-type wavemakers with mean flow","year":2025,"lang":"en","type":"article","venue":"Results in Engineering","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Carleton University","keywords":"Plunger; Type (biology); Flow (mathematics); Quality (philosophy); Mechanics; Geology; Physics; Mathematics; Thermodynamics","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":[0.0002639564,0.0001310267,0.0002110095,0.0001063136,0.00003166139,0.00002062358,0.00009192968,0.00006296494,0.00001376677],"category_scores_gemma":[0.0000432933,0.0001038898,0.00002809726,0.0004003973,0.00003737646,0.00006957649,0.000008945121,0.0001084032,0.000001789034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001244535,"about_ca_system_score_gemma":0.00002995398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004959434,"about_ca_topic_score_gemma":0.0002302896,"domain_scores_codex":[0.9990364,0.00003315381,0.0003255265,0.000217748,0.0001653093,0.0002218413],"domain_scores_gemma":[0.9996107,0.00007432218,0.00005284798,0.000184024,0.00002861809,0.00004952648],"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":[0.0004904562,0.00003133918,0.003300603,0.000170546,0.00009559692,0.0000273974,0.001158509,0.9377264,0.04089959,0.00004222363,0.0004591876,0.01559813],"study_design_scores_gemma":[0.001514871,0.0001371867,0.03549929,0.000361475,0.00001045484,0.00000514063,0.0006200874,0.8947244,0.06571258,0.00001648762,0.001063705,0.0003343408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946551,0.001178651,0.0004044584,0.00005746315,0.0002585662,0.0001113646,0.00004380942,0.00004082664,0.003249733],"genre_scores_gemma":[0.9893622,0.00004749219,0.01013508,0.0000223115,0.00002436826,1.257058e-8,0.0001130042,0.000004859601,0.0002906097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04300204,"threshold_uncertainty_score":0.4236505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008561306910943017,"score_gpt":0.2175523708441372,"score_spread":0.2089910639331942,"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."}}