{"id":"W2320277382","doi":"10.2514/6.2005-2127","title":"The Application of the MISTC Framework to Structural Design Optimization","year":2005,"lang":"en","type":"article","venue":"46th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"Air Force Research Laboratory; National Aeronautics and Space Administration; U.S. Department of Defense","keywords":"Computer science; Systems engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001586891,0.001037643,0.001046361,0.001268274,0.0007321108,0.001139429,0.001616665,0.001138551,0.006472747],"category_scores_gemma":[0.003796547,0.000552021,0.001298728,0.001297677,0.0008537626,0.0007608065,0.001154979,0.001496465,0.001471844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001461914,"about_ca_system_score_gemma":0.002284697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01381193,"about_ca_topic_score_gemma":0.01584319,"domain_scores_codex":[0.9984059,0.0004074997,0.00006211759,0.000125757,0.000927786,0.00007101287],"domain_scores_gemma":[0.9985296,0.0005581387,0.00009926389,0.0002471372,0.0005243798,0.00004153849],"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":[0.00001393057,0.00002304396,0.0002358925,0.0001153811,0.00002485146,0.00004916339,0.00002602605,0.7989435,0.0009528509,0.1283037,0.004700646,0.06661096],"study_design_scores_gemma":[0.000007452324,0.00001615506,0.00006433026,0.00002463679,0.000005913867,0.00003118882,0.000006349992,0.9666185,0.0003290753,0.02262091,0.01026816,0.000007355534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001239545,0.0001417956,0.9878656,0.0002000079,0.00004661693,0.00005900974,0.0001672816,0.0003692635,0.009910899],"genre_scores_gemma":[0.124071,0.0005260282,0.8674828,0.0002233712,0.00008729001,0.000609044,0.0006161751,0.0004364398,0.005947855],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01381193,"threshold_uncertainty_score":0.02746302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02979344724189607,"score_gpt":0.3005237815076488,"score_spread":0.2707303342657527,"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."}}