{"id":"W4395449660","doi":"10.1016/j.jmbbm.2024.106562","title":"Studying the nonlinear response of incompressible hyperelastic thin circular cylindrical shells with geometric imperfections","year":2024,"lang":"en","type":"article","venue":"Journal of the mechanical behavior of biomedical materials/Journal of mechanical behavior of biomedical materials","topic":"Elasticity and Material Modeling","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Hyperelastic material; Compressibility; Nonlinear system; Mechanics; Materials science; Geometry; Structural engineering; Classical mechanics; Mathematics; Physics; Engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0080623,0.0007039899,0.002711004,0.001207705,0.000167349,0.0001774764,0.00222762,0.0009210379,0.001146952],"category_scores_gemma":[0.001831022,0.0003865496,0.0008856211,0.001702191,0.0009742873,0.0003989309,0.0005998859,0.001317542,0.000009912232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598903,"about_ca_system_score_gemma":0.0006075821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003981618,"about_ca_topic_score_gemma":0.000001035545,"domain_scores_codex":[0.9882521,0.001213731,0.005960078,0.0004209807,0.003371645,0.0007814688],"domain_scores_gemma":[0.9937538,0.00175669,0.002186598,0.0007315042,0.0008586448,0.0007128007],"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":[0.002210699,0.001501638,0.00001268477,0.0008170307,0.0004425449,0.0003867434,0.0001295221,0.000141886,0.9927907,0.0001985482,0.0001064499,0.00126156],"study_design_scores_gemma":[0.002468944,0.004814908,0.00069621,0.003391755,0.003320744,0.00273877,0.000232142,0.0003754664,0.9809292,0.0003464491,0.0002518748,0.0004335193],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706891,0.0005478802,0.01610196,0.000420111,0.01096752,0.0006989773,0.0005177477,0.00005491083,0.000001849699],"genre_scores_gemma":[0.9929812,0.0002997798,0.005475324,0.0000294541,0.001033567,0.00003066257,0.000009560584,0.0001338625,0.000006582909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02229217,"threshold_uncertainty_score":0.9998586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01833147853202886,"score_gpt":0.2535786759211313,"score_spread":0.2352471973891024,"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."}}