{"id":"W1979923724","doi":"10.4028/www.scientific.net/msf.706-709.1373","title":"An Analytical Technique for Optimization of Mechanical Performance of Foam Core Sandwich Structures","year":2012,"lang":"en","type":"article","venue":"Materials science forum","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sandwich-structured composite; Component (thermodynamics); Material selection; Materials science; Core (optical fiber); Mechanical engineering; Field (mathematics); Computer science; Structural engineering; Engineering; Composite material; Mathematics","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":[0.0002948847,0.00008594383,0.0001658954,0.00009145608,0.00005710701,0.00001965722,0.0002427667,0.00005550265,0.00008383598],"category_scores_gemma":[0.00001465757,0.0000710835,0.00002636471,0.0001611242,0.0001190688,0.0002579268,0.0000344785,0.00002529732,2.49229e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001771943,"about_ca_system_score_gemma":0.00001708076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000404845,"about_ca_topic_score_gemma":4.525124e-7,"domain_scores_codex":[0.999247,0.000006725483,0.0002187809,0.00009902109,0.0001634577,0.0002650003],"domain_scores_gemma":[0.9996386,0.000008604056,0.00004492487,0.0001841477,0.00006029983,0.00006341496],"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":[0.00002409098,0.000009073886,0.0004096272,0.00007112383,0.000003051134,2.468798e-8,0.00004258449,0.03307547,0.9616532,0.004559611,0.0000110491,0.0001411201],"study_design_scores_gemma":[0.00007776313,0.0001139289,0.001241805,0.00001016371,0.000009640828,0.000005002848,0.00001942733,0.09034464,0.9077611,0.000330284,0.0000100584,0.0000762096],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9004421,0.00001977316,0.09887073,0.000003764171,0.0003303538,0.0002052329,0.00003169278,0.00003325448,0.00006310608],"genre_scores_gemma":[0.9768124,0.00000320975,0.02309532,0.000004583077,0.00004625189,0.00001354976,0.00001279352,0.00001038917,0.000001548126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07637026,"threshold_uncertainty_score":0.2898701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0117549999152043,"score_gpt":0.2558539668180853,"score_spread":0.244098966902881,"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."}}