{"id":"W2038291050","doi":"10.2514/1.34001","title":"Local Buckling and Mode Switching in the Optimum Design of Stiffened Panels","year":2008,"lang":"en","type":"article","venue":"AIAA Journal","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Buckling; Structural engineering; Nonlinear system; Mode (computer interface); Process (computing); Materials science; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001727571,0.00006658312,0.0001187482,0.00008616267,0.00007964741,0.00002372058,0.0000834147,0.00002931856,0.000009368912],"category_scores_gemma":[0.000006960647,0.0000463578,0.00003075771,0.0001238146,0.00001424371,0.00009357533,0.000008088591,0.0001904238,2.669485e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001874853,"about_ca_system_score_gemma":0.000009868029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001320016,"about_ca_topic_score_gemma":0.000003498446,"domain_scores_codex":[0.9994986,0.00004221362,0.0001968207,0.00004847589,0.0001151383,0.0000987206],"domain_scores_gemma":[0.9997894,0.00006198281,0.00003607501,0.000063575,0.00002299887,0.00002595244],"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":[0.000006597719,0.000003800535,0.0004605525,0.000003892154,0.00001938031,0.00001650822,0.00171632,0.9868582,0.006591713,0.00001557651,0.00001753148,0.00428989],"study_design_scores_gemma":[0.0002145539,0.00001844459,0.004224598,0.00002160879,0.00001904874,0.0003010491,0.0001401927,0.9933918,0.001257361,0.0003383198,0.00001353593,0.00005951466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4170828,0.0002734068,0.5825047,0.00003028452,0.00002756348,0.00002312681,1.871766e-7,0.000005326468,0.00005260912],"genre_scores_gemma":[0.9909496,0.0004409227,0.008527877,0.00002310261,0.00004817625,5.122385e-7,5.5675e-7,0.000007441031,0.000001858304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5739768,"threshold_uncertainty_score":0.1890416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354210570452297,"score_gpt":0.2146700724548344,"score_spread":0.2011279667503114,"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."}}