{"id":"W2088771071","doi":"10.1115/pvp2013-97647","title":"Stability Derivatives in a Parallel Triangular Tube Bundle Subject to Cross-Flow at Moderated Reynolds Number","year":2013,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reynolds number; Mechanics; Lift (data mining); Lift coefficient; Mathematics; Flow (mathematics); Instability; Hele-Shaw flow; Cylinder; Bundle; Physics; Classical mechanics; Geometry; Turbulence; Materials science; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001650174,0.0001708812,0.0002509886,0.00008668305,0.00005532032,0.0001492512,0.000113851,0.00009447361,0.005997137],"category_scores_gemma":[0.00006317365,0.0001565745,0.00008139393,0.0005035128,0.0000242873,0.000278483,0.00004846305,0.0000919618,0.0005493869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001752159,"about_ca_system_score_gemma":0.0000149118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000642005,"about_ca_topic_score_gemma":0.001677748,"domain_scores_codex":[0.9989262,0.00004424481,0.0003592535,0.0002536068,0.000139369,0.0002773239],"domain_scores_gemma":[0.9994209,0.00004330138,0.00001464472,0.0003128417,0.00008809234,0.0001202152],"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":[0.00005104821,0.0001240272,0.07677639,0.00003594087,0.00009032219,0.000001916625,0.001309761,0.8988749,0.01965612,0.0007733826,0.001986926,0.0003192108],"study_design_scores_gemma":[0.0004523536,0.00001559801,0.04152684,0.000004288641,0.000004044239,6.363472e-7,0.00005963913,0.9540576,0.003302826,0.0002457322,0.0001236727,0.0002067741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9188723,0.00002039504,0.07655559,0.0001753393,0.00004395837,0.0003006154,0.000008579158,0.0001845846,0.00383864],"genre_scores_gemma":[0.9886564,0.00001090009,0.009415076,0.0001409552,0.0000148556,0.00009652129,0.00003305886,0.00002694205,0.001605266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06978412,"threshold_uncertainty_score":0.9949115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270802719869637,"score_gpt":0.2421985281748017,"score_spread":0.2294905009761053,"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."}}