{"id":"W6950448167","doi":"10.5281/zenodo.4596202","title":"An original method for ultimate strength assessment of stiffened panel","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stiffness; Subroutine; Ultimate tensile strength; Finite element method; Direct stiffness method; Unit (ring theory)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002838022,0.0001065702,0.0001704622,0.0001229285,0.0004234025,0.0002488128,0.0003028056,0.00004080877,0.003466511],"category_scores_gemma":[0.00006599478,0.0001132549,0.00006071086,0.0003838092,0.00002181141,0.0001772348,0.0001074617,0.0001021513,0.0000359785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000843446,"about_ca_system_score_gemma":0.000004597281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005091284,"about_ca_topic_score_gemma":7.079062e-7,"domain_scores_codex":[0.9990256,0.0001403414,0.0002259697,0.0002284792,0.0001940596,0.0001855762],"domain_scores_gemma":[0.9989781,0.00002601175,0.00005442855,0.0003133382,0.0005387759,0.00008937097],"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":[0.00005602298,0.0002482587,0.00002620231,0.0004086869,0.0003926834,0.00001202393,0.000955069,0.3922156,0.2915589,0.01883169,0.01286937,0.2824255],"study_design_scores_gemma":[0.0005276449,0.0001337261,0.001070956,0.00001869871,0.00006973058,0.00002479571,0.0001507294,0.7252671,0.01456321,0.000144584,0.257852,0.0001768616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02142527,0.00005541502,0.9591625,0.00007651257,0.00009914047,0.000238999,0.0003234397,0.0005196055,0.01809917],"genre_scores_gemma":[0.8536642,0.00009937504,0.1406091,0.00002435591,0.0001154865,7.577114e-8,0.004567999,0.0008093531,0.0001100596],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8322389,"threshold_uncertainty_score":0.9974445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659013054794145,"score_gpt":0.2934831870474047,"score_spread":0.2668930564994632,"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."}}