{"id":"W2002590351","doi":"10.1115/pvp2007-26061","title":"Determination of Coupling Force Derivatives in Tube Bundles Using the Shape Sensitivity Equation Method","year":2007,"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":"Drag; Sensitivity (control systems); Coupling (piping); Tube (container); Lift (data mining); Measure (data warehouse); Mechanics; Instability; Cylinder; Vibration; Flow (mathematics); Mathematics; Physics; Computer science; Engineering; Mechanical engineering; Geometry; Acoustics","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":[0.0009696428,0.00006133112,0.0000965138,0.0001303825,0.00003329714,0.00001610334,0.00002992524,0.00003673407,0.00001450793],"category_scores_gemma":[0.00006191824,0.00004970454,0.00003377017,0.0003011443,0.00001367712,0.0001385047,0.00001093546,0.00005147451,4.334872e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004682483,"about_ca_system_score_gemma":0.000006080483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008442732,"about_ca_topic_score_gemma":0.0005039112,"domain_scores_codex":[0.9995034,0.00002238018,0.0002162865,0.00006993165,0.00009749603,0.00009054328],"domain_scores_gemma":[0.9995235,0.0003020494,0.00003386967,0.00007790914,0.00004989816,0.00001278859],"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":[0.000002933279,0.000007122387,0.001142664,0.0000133734,0.000008911629,5.711014e-7,0.0003954139,0.7555447,0.2335427,0.002787425,3.046573e-7,0.00655384],"study_design_scores_gemma":[0.00006155924,0.000003775658,0.005073299,0.000009748705,0.000009471074,9.255068e-7,0.0004129052,0.9444129,0.04979466,0.000164954,9.434611e-7,0.00005482686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4219326,0.00001088157,0.5778183,0.00001006543,0.00001542551,0.00003879975,4.689342e-7,0.00001715889,0.0001563158],"genre_scores_gemma":[0.9037129,0.000005844161,0.09623207,0.00001408826,0.00001207946,7.138352e-7,0.000004007054,0.000007470835,0.00001078423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4817804,"threshold_uncertainty_score":0.2026892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02984860005378614,"score_gpt":0.2981221266218894,"score_spread":0.2682735265681033,"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."}}