{"id":"W2179038138","doi":"10.1115/pvp2015-45600","title":"The Effect of Streamwise Tube Motion on the Unsteady Fluid Forces in a Normal Triangle Tube Array","year":2015,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; McMaster University","funders":"","keywords":"Mechanics; Reynolds number; Physics; Instability; Perturbation (astronomy); Strouhal number; Classical mechanics; Bundle; Amplitude; Transverse plane; Flow (mathematics); Turbulence; Optics; Materials science; 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":[0.0001444165,0.0001502184,0.0001494322,0.0002766557,0.0002762856,0.0002598201,0.0001495938,0.0002044636,0.000690842],"category_scores_gemma":[0.0008074105,0.0001078096,0.000112565,0.0001319325,0.0005123114,0.0002793201,0.0002622131,0.0001863149,0.00006104686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001927842,"about_ca_system_score_gemma":0.000159924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027949,"about_ca_topic_score_gemma":0.000789346,"domain_scores_codex":[0.9999208,0.00001583849,0.000003772981,0.00001347885,0.00002346323,0.00002254969],"domain_scores_gemma":[0.9996654,0.0001617493,0.00007650968,0.00001823705,0.00003158331,0.00004658523],"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":[0.0009739908,0.0002119129,0.01987596,0.00008249807,0.00002998418,0.00154602,0.0006421834,0.3319179,0.6161668,0.003290159,0.0003312819,0.02493129],"study_design_scores_gemma":[0.00001254229,0.0003751987,0.01784451,0.000005872776,0.00001273818,0.0001381218,0.0001238274,0.9217371,0.059219,0.0002985047,0.0002121201,0.00002054235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973437,0.000022813,0.002210167,0.00001698275,0.000003145146,0.000002424022,0.000006243785,0.00001550212,0.0003792042],"genre_scores_gemma":[0.9993342,0.00001302435,0.0005343125,0.000002084309,9.355153e-7,0.000001275704,0.00000485492,0.000002411354,0.0001068673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001027949,"threshold_uncertainty_score":0.00231111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008455269588887588,"score_gpt":0.2097271642578575,"score_spread":0.2012718946689699,"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."}}