{"id":"W2594872130","doi":"10.1115/pvp2012-78521","title":"Simplified Stress Linearization Method, Maintaining Accuracy","year":2012,"lang":"en","type":"article","venue":"","topic":"Engineering Structural Analysis Methods","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Power Generation","funders":"","keywords":"Linearization; Rotational symmetry; Stress (linguistics); Work (physics); Plane stress; Structural engineering; Shell (structure); Feedback linearization; Mathematics; Engineering; Nonlinear system; Finite element method; Physics; Mechanical engineering; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003444119,0.0001560838,0.0001737813,0.0001043633,0.00003715271,0.0000332155,0.0001195872,0.00007628138,0.0002867427],"category_scores_gemma":[0.0001938044,0.000136314,0.0000622227,0.0003114134,0.00000697904,0.0003025757,0.00002945336,0.0001533125,0.00003838961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004684909,"about_ca_system_score_gemma":0.000002972765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001380283,"about_ca_topic_score_gemma":0.000001935275,"domain_scores_codex":[0.9991674,0.00004675696,0.0002121628,0.0001021895,0.0001227005,0.0003487398],"domain_scores_gemma":[0.9993551,0.0002694222,0.00002214458,0.0002054994,0.00002754405,0.0001202864],"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":[0.000001599978,0.000006047394,0.003195179,0.00004508243,0.0001020409,7.04334e-7,0.0004230922,0.908777,0.03126805,0.006883183,0.0002441863,0.04905381],"study_design_scores_gemma":[0.0001465565,0.000006144097,0.007887899,0.00001404255,0.00005759179,0.000008706919,0.0001898266,0.8941404,0.09293731,0.0003097981,0.003932885,0.0003688858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04968903,0.0001530753,0.9446546,0.00002409936,0.0003803683,0.00006123198,0.00000324042,0.0007411223,0.00429326],"genre_scores_gemma":[0.6771013,0.00001237847,0.322417,0.00002735601,0.0002457273,0.000005916518,0.0000183491,0.00002938819,0.0001425915],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6274123,"threshold_uncertainty_score":0.5558725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0170425137399594,"score_gpt":0.3037242494117453,"score_spread":0.2866817356717859,"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."}}