{"id":"W4402438702","doi":"10.11159/icmie24.161","title":"Dynamic Analysis of Fluid-Filled Ring-Stiffened Conical Shells","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conical surface; Ring (chemistry); Materials science; Structural engineering; Computer science; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001232111,0.0002429432,0.0005642193,0.0003204475,0.00002870735,0.0001037535,0.0002699365,0.0001033661,0.0001145865],"category_scores_gemma":[0.00006196986,0.0001789158,0.0002374895,0.0009471563,0.0000510005,0.0001021006,0.0001107385,0.0001563669,8.365778e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004709939,"about_ca_system_score_gemma":0.000005578343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003660999,"about_ca_topic_score_gemma":0.000001462578,"domain_scores_codex":[0.9987983,0.000002919152,0.0004836771,0.0002766479,0.0002197724,0.0002186957],"domain_scores_gemma":[0.9995699,0.00008016907,0.0000669096,0.0001292646,0.00007431911,0.00007943409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000302921,0.000008847463,0.000004045739,0.0004249131,0.0006788169,4.349913e-7,0.000006260453,0.02722205,0.9669591,0.00435654,0.00007948462,0.0002291814],"study_design_scores_gemma":[0.00009845098,0.00000916393,0.00001961822,0.0001714846,0.0004622939,9.996614e-7,0.00000529785,0.4436195,0.5553245,0.00006248128,0.0001086013,0.0001176423],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984311,0.00006913402,0.00003107486,0.00006681144,0.0008556848,0.0001304434,0.00004166735,0.0002035085,0.0001705318],"genre_scores_gemma":[0.9985871,0.0001423643,0.001063111,0.000009847181,0.0000538916,0.00001474562,0.00001089349,0.00003738943,0.0000806414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4163974,"threshold_uncertainty_score":0.7295975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003717918886552343,"score_gpt":0.1950193653265249,"score_spread":0.1913014464399726,"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."}}