{"id":"W4409374656","doi":"10.1016/b978-0-443-23942-7.00018-8","title":"Stochastic stability of circular cylindrical shells","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Stability (learning theory); Mechanics; Mathematics; Physics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003371647,0.0004956883,0.0005021684,0.0004767923,0.0002491116,0.001039448,0.0004918925,0.0005944312,0.004581313],"category_scores_gemma":[0.001491953,0.000286725,0.000432861,0.0004966119,0.0009058223,0.0004363541,0.0008314319,0.0006455058,0.0008082946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006830003,"about_ca_system_score_gemma":0.000465229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002174184,"about_ca_topic_score_gemma":0.001213576,"domain_scores_codex":[0.9998048,0.00004758417,0.000006520179,0.00002913968,0.00009317906,0.00001876318],"domain_scores_gemma":[0.9996499,0.0001764225,0.00004766472,0.00002785474,0.00007109891,0.00002700389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003662861,0.00001685487,0.0002996226,0.00008928258,0.0000260387,0.00005895262,0.0000820458,0.2544334,0.003538963,0.6931006,0.01410832,0.03420938],"study_design_scores_gemma":[0.000006895955,0.0000168048,0.0005718993,0.00003318216,0.000005217347,0.00005690541,0.00002756459,0.5366462,0.0004793571,0.4480073,0.01413198,0.00001667829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05216744,0.007597498,0.6477748,0.002492614,0.0006594459,0.0000331328,0.0005177952,0.0004057312,0.2883516],"genre_scores_gemma":[0.7106765,0.007335388,0.03687757,0.0004194885,0.0008790373,0.0001580857,0.0008086615,0.0003551021,0.2424901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004581313,"threshold_uncertainty_score":0.01532596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009918412009332142,"score_gpt":0.2019417887194816,"score_spread":0.1920233767101494,"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."}}