{"id":"W2893987742","doi":"10.1115/omae2018-78510","title":"Stress Analysis of Post-Buckled Sandwich Panels","year":2018,"lang":"en","type":"article","venue":"","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Buckling; Homogenization (climate); Microstructure; Stiffness; Structural engineering; Materials science; Shear (geology); Macro; Mechanics; Composite material; Physics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004865112,0.00008057739,0.0002197126,0.0001616679,0.00001341971,0.00001032802,0.0001520516,0.00004885999,0.002930879],"category_scores_gemma":[0.00001310731,0.00006925363,0.00009740754,0.0004740077,0.00002171214,0.00004131663,0.00002654554,0.00004389042,0.00006424891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009688887,"about_ca_system_score_gemma":0.000003039262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003264377,"about_ca_topic_score_gemma":0.00005095758,"domain_scores_codex":[0.999447,0.00001012551,0.0001873453,0.00009455239,0.0001317645,0.0001291716],"domain_scores_gemma":[0.9995216,0.00005000364,0.00001665372,0.0002609816,0.00009213962,0.00005868384],"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":[0.00001221757,0.00004520696,0.009262363,0.00002044601,0.000737492,0.00000208239,0.0001446898,0.001039227,0.9839018,0.001261367,0.0001766383,0.003396458],"study_design_scores_gemma":[0.0001426108,0.00008294681,0.08599983,0.000008681384,0.0007115368,3.954414e-7,0.00003221828,0.04473269,0.8679907,0.0000398919,0.0001089769,0.000149569],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848577,0.00002251285,0.008915102,0.00001719484,0.00007914207,0.00004869446,0.00002158135,0.0001695769,0.005868501],"genre_scores_gemma":[0.9979129,0.000002867305,0.00185104,0.0000187138,0.00002859204,0.000002548786,0.00001291724,0.00001090931,0.0001595531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1159112,"threshold_uncertainty_score":0.9979806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377746173436696,"score_gpt":0.2497657205465013,"score_spread":0.2359882588121344,"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."}}