{"id":"W4239397112","doi":"10.1115/pvp2015-45428","title":"Modelling of Streamwise and Transverse Fluidelastic Instability in Tube Arrays","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":"McMaster University; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Instability; Transverse plane; Mechanics; Physics; Perturbation (astronomy); Tube (container); Classical mechanics; Structural engineering; Engineering; Mechanical engineering","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":[0.0001053189,0.00005639427,0.0001129717,0.00007694303,0.000004764319,0.000006688944,0.00002817754,0.00002952852,0.00002906597],"category_scores_gemma":[0.000008617621,0.00005324273,0.0000211895,0.0001348481,0.00001581063,0.0000878557,0.000004505871,0.00004123714,0.000001612541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002224257,"about_ca_system_score_gemma":0.00001113945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001795808,"about_ca_topic_score_gemma":0.0003293442,"domain_scores_codex":[0.9996071,0.000008017339,0.000177554,0.00007300836,0.00006596522,0.00006830846],"domain_scores_gemma":[0.9998119,0.00001415376,0.000005768612,0.00008579843,0.00002561882,0.00005673362],"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":[0.000004471496,0.00001203017,0.001112553,0.00001750227,0.00000735581,3.889591e-7,0.000344139,0.9967747,0.0004725621,0.00104964,0.00001146946,0.0001931568],"study_design_scores_gemma":[0.0002381515,0.000009559853,0.00006227502,0.000004702157,0.000008077159,2.263938e-7,0.000238315,0.9985956,0.0003888868,0.0003854097,0.00001426135,0.00005452662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5854639,0.00004320553,0.4125568,0.00001033864,0.00001441367,0.00002506793,0.000002349377,0.00002165414,0.001862256],"genre_scores_gemma":[0.9965492,0.00003751273,0.003379774,0.000003257599,0.000003443585,0.000001467241,0.000003464902,0.000005831354,0.00001606346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4110853,"threshold_uncertainty_score":0.2171175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02753113528509955,"score_gpt":0.2076598009200185,"score_spread":0.180128665634919,"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."}}