{"id":"W7036737259","doi":"","title":"Development of multidisciplinary design and optimization(MDO) strategies for aerospace programs: progress report","year":2002,"lang":"en","type":"report","venue":"NPARC","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerospace; Multidisciplinary approach; Work (physics); Process (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005305581,0.000254011,0.0003405007,0.00006100244,0.0001057215,0.00005005238,0.0001239589,0.0003561341,0.00001762697],"category_scores_gemma":[0.00009540517,0.0002325858,0.00009973132,0.00008979269,0.000130101,0.000007593344,0.0001152621,0.00006474646,2.679365e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003394671,"about_ca_system_score_gemma":0.0009351402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000106161,"about_ca_topic_score_gemma":0.000005696923,"domain_scores_codex":[0.9983771,0.00002888006,0.0005694542,0.0005338599,0.0002884243,0.0002022553],"domain_scores_gemma":[0.9982876,0.00001021348,0.0005522553,0.0003659005,0.0007248019,0.00005922097],"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":[0.0007629176,0.003403825,0.004816149,0.0106123,0.003039914,0.0001021318,0.003602344,0.04166752,0.6493073,0.0001882605,0.06349813,0.2189992],"study_design_scores_gemma":[0.002738554,0.002298999,0.0005251446,0.001469658,0.0009384737,0.0006627502,0.002115679,0.02081927,0.5443995,0.0001942039,0.4208776,0.002960216],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02148088,0.005637407,0.9644491,0.00005415156,0.0003491012,0.003338264,0.00004001206,0.00004592213,0.004605136],"genre_scores_gemma":[0.05000393,0.00182157,0.9334132,0.000004612158,0.0002429486,0.001065116,0.006391525,0.00009986325,0.006957256],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3573794,"threshold_uncertainty_score":0.9484574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0453628204718382,"score_gpt":0.3085323263791693,"score_spread":0.2631695059073311,"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."}}