{"id":"W2035377135","doi":"10.4028/www.scientific.net/msf.697-698.661","title":"Robust Design with Engineering Models Described by Implicit Mathematical Functions","year":2011,"lang":"en","type":"article","venue":"Materials science forum","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Key Technologies Research and Development Program; Natural Science Foundation of Guangdong Province","keywords":"Computer science; Engineering design process; Mathematical model; Mathematical optimization; Mathematics; Engineering; Mechanical 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":[0.001951715,0.001389592,0.0008740461,0.0007393845,0.0002759876,0.001725155,0.001675749,0.001276473,0.001567601],"category_scores_gemma":[0.003860289,0.0006955244,0.001309914,0.0005221034,0.001452353,0.002156666,0.001470629,0.001863567,0.0008337382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007628898,"about_ca_system_score_gemma":0.0008049372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00123799,"about_ca_topic_score_gemma":0.0007048025,"domain_scores_codex":[0.998576,0.000540289,0.00006608182,0.0001661953,0.000587418,0.00006394878],"domain_scores_gemma":[0.9988204,0.0005254718,0.0002217172,0.000213406,0.0002002347,0.00001879274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002728387,0.00001395912,0.00008955186,0.00007943348,0.00002195233,0.00003517513,0.00005310825,0.8458508,0.003282233,0.1339632,0.0002716761,0.01631159],"study_design_scores_gemma":[0.000006913613,0.00003168839,0.00002263581,0.00001147779,0.000006425601,0.00001535585,0.000004271264,0.9761059,0.001063498,0.02067051,0.002051124,0.00001011269],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001636203,0.00009951733,0.9965934,0.00004955524,0.00001344222,0.000009125393,0.0000140081,0.00006860887,0.001516153],"genre_scores_gemma":[0.4555838,0.001415481,0.5321321,0.0001650443,0.0001120844,0.0004205476,0.0002384327,0.0002336639,0.009698773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001951715,"threshold_uncertainty_score":0.01032174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03469269599935729,"score_gpt":0.1804706370106235,"score_spread":0.1457779410112662,"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."}}