{"id":"W134738495","doi":"10.1017/cbo9780511760792.007","title":"Ovalling Instabilities of Shells in Cross-Flow","year":2010,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Flow (mathematics); Mechanics; Geology; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007608567,0.0002261736,0.0003749007,0.0002846966,0.00004025094,0.00002230807,0.0002469208,0.0003854809,0.00003363124],"category_scores_gemma":[0.000006344059,0.0002881909,0.0001832547,0.00001129009,0.0001947212,0.00008811337,0.00008342918,0.0004617058,0.000005682331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062631,"about_ca_system_score_gemma":0.00004129428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007319429,"about_ca_topic_score_gemma":0.00003112663,"domain_scores_codex":[0.9992239,0.000009872499,0.0002456569,0.0002116504,0.0001529351,0.0001560195],"domain_scores_gemma":[0.9993896,0.0000429938,0.00007864286,0.000340164,0.00008293131,0.00006570539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009050372,0.00002095827,0.0001384719,0.001055498,0.0004753532,0.0001707183,0.000709689,0.1346084,0.001478962,0.8575812,0.0009136419,0.002756619],"study_design_scores_gemma":[0.0014702,0.00003793735,0.0002069919,0.0004308099,0.0003052479,0.000006638262,0.0001500541,0.3056273,0.003924327,0.00005821226,0.6864678,0.00131457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003749949,0.00007453986,0.004758101,0.000001334022,0.0001580934,0.0001315993,0.0001767825,0.0001154909,0.9908341],"genre_scores_gemma":[0.04569988,0.0001032077,0.0005453098,0.000007673308,0.00004100101,3.102114e-7,0.00004955971,0.00004259495,0.9535105],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.857523,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127023705978792,"score_gpt":0.1834254611964329,"score_spread":0.172155224136645,"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."}}