{"id":"W4366256670","doi":"10.1016/j.oceaneng.2023.114463","title":"Experimental validation of the plunger-type flow model for irregular waves","year":2023,"lang":"en","type":"article","venue":"Ocean Engineering","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"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; Piston (optics); Amplitude; Flow (mathematics); Plunger pump; Mechanics; Type (biology); Mean flow; Acoustics; Physics; Geology; Optics; Turbulence","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":[0.00006865027,0.00008692896,0.00009648238,0.00008585091,0.00002974149,0.00001526953,0.0000979761,0.0000356083,0.000006668275],"category_scores_gemma":[0.00001770512,0.00007750789,0.00008430355,0.0002995786,0.000006399832,0.00006822847,0.00002070076,0.00003844677,0.000003187715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000296783,"about_ca_system_score_gemma":0.000006401676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.938807e-7,"about_ca_topic_score_gemma":2.327922e-7,"domain_scores_codex":[0.9995604,0.000002488688,0.0001396916,0.00007950086,0.00009572294,0.0001222505],"domain_scores_gemma":[0.9997637,0.00001729458,0.0000130794,0.0001577566,0.00002358095,0.00002461261],"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":[0.000001329211,0.000003195549,0.00001850374,0.00003386018,0.00002857835,8.12478e-8,0.0002190122,0.9289835,0.06958934,0.0004866362,0.0005933321,0.00004260942],"study_design_scores_gemma":[0.00008831581,0.000004798079,0.00007074466,0.0000108753,0.0000123183,2.177258e-7,0.0000245887,0.8752497,0.1243337,0.00002354745,0.0001059865,0.00007518841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7177008,0.0001162726,0.2811702,0.00003337437,0.0003953071,0.0001533497,0.00002213192,0.000324247,0.00008431128],"genre_scores_gemma":[0.9965506,0.000007872383,0.003090866,0.000004558302,0.00003586998,0.000005224403,0.00003929017,0.00003431494,0.0002313547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2788499,"threshold_uncertainty_score":0.316068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150798320312565,"score_gpt":0.2128682449293107,"score_spread":0.201360261726185,"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."}}