{"id":"W4319778957","doi":"10.1115/imece2022-94575","title":"Dynamics of a Cantilevered Pipe Aspirating Fluid and Subjected to Reverse External Flow: the Effect of External Flow Confinement","year":2022,"lang":"en","type":"article","venue":"Volume 5: Dynamics, Vibration, and Control","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mechanics; Volumetric flow rate; Instability; Plug flow; Materials science; Flow (mathematics); Flow velocity; Cantilever; Amplitude; Pipe flow; Bifurcation; Fluid dynamics; Physics; Composite material; Turbulence; Optics; Nonlinear system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005238156,0.0002545811,0.0004950502,0.0002035817,0.0002784971,0.00008042118,0.0002035246,0.00006089044,0.0001989105],"category_scores_gemma":[0.00007332487,0.0002300431,0.0001186481,0.0003193946,0.00007699982,0.0001329413,0.00008179047,0.0001868632,0.000001216051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001270898,"about_ca_system_score_gemma":0.00004479126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007149015,"about_ca_topic_score_gemma":0.002645917,"domain_scores_codex":[0.9982665,0.0001849376,0.0006633332,0.0002816888,0.0003582186,0.0002453717],"domain_scores_gemma":[0.9991679,0.0001294457,0.0001656618,0.00030579,0.0001238086,0.0001074495],"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":[0.0005795216,0.00007095213,0.04486867,0.0003218941,0.0004970683,0.00001017808,0.001316642,0.7904058,0.1374531,0.002602421,0.0003446423,0.02152916],"study_design_scores_gemma":[0.001633572,0.0004311039,0.007336287,0.00003216892,0.0001650178,0.00001005035,0.0002326784,0.9892361,0.0005946819,0.00006571225,0.00004528734,0.0002173182],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4875406,0.0002768388,0.5106224,0.0003233945,0.0001936962,0.0004808964,0.0004696629,0.00004351532,0.00004891229],"genre_scores_gemma":[0.9977617,0.00004418532,0.001564635,0.000162479,0.00005281512,0.00008774557,0.0001254619,0.00003486971,0.0001661002],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5102211,"threshold_uncertainty_score":0.9380887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002183758978287752,"score_gpt":0.1730285195124335,"score_spread":0.1708447605341458,"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."}}