{"id":"W4412961339","doi":"10.1115/1.4069182","title":"Experimental Study of Two-Phase Flow-Induced Vibrations in Pipelines Under Varying Flow and Burial Conditions","year":2025,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pipeline transport; Vibration; Flow (mathematics); SIGNAL (programming language); Dimensionless quantity; Pipeline (software); Vortex-induced vibration; Two-phase flow; Acoustics; Flow conditions; Structural engineering; Engineering; Geotechnical engineering; Geology; Marine engineering; Mechanics; Computer science; Physics; Mechanical engineering","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":[0.0003816692,0.0003443208,0.0002207574,0.0002395089,0.0002637045,0.0001579862,0.000308782,0.0004047478,0.001150052],"category_scores_gemma":[0.000886032,0.0001569538,0.0001296402,0.0001523353,0.0005184159,0.0003417877,0.0003563664,0.0002958008,0.000104272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001269021,"about_ca_system_score_gemma":0.0001513593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003177183,"about_ca_topic_score_gemma":0.0004472072,"domain_scores_codex":[0.9997321,0.00004382007,0.00001527441,0.00006254324,0.00009555496,0.00005066539],"domain_scores_gemma":[0.9992761,0.000315682,0.0001396898,0.00006346431,0.0001430512,0.0000619707],"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":[0.0004560421,0.0002820911,0.002558891,0.0000716362,0.000005430109,0.00007212352,0.0001632404,0.002077352,0.9887372,0.00008013789,0.00004877855,0.005447051],"study_design_scores_gemma":[0.000106077,0.008683378,0.03878277,0.00001926489,0.00002066285,0.000163446,0.0003554378,0.03055022,0.9204484,0.0001686013,0.0006675305,0.00003421144],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948015,0.00001818001,0.004852801,0.00001266428,0.000005361759,0.000023075,0.00004833639,0.00004472177,0.000193329],"genre_scores_gemma":[0.9984909,0.00001214594,0.001296411,0.000005436411,0.000001844828,0.00001775175,0.00002389789,0.000003679804,0.0001479797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001150052,"threshold_uncertainty_score":0.003847301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114932921161568,"score_gpt":0.2878368934183985,"score_spread":0.2666875642067829,"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."}}