{"id":"W2114371948","doi":"10.1109/tmech.2010.2043535","title":"Axiomatic-Design-Theory-Based Approach to Modeling Linear High Order System Dynamics","year":2010,"lang":"en","type":"article","venue":"IEEE/ASME Transactions on Mechatronics","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Axiomatic design; Axiomatic system; Computer science; Axiom; Independence (probability theory); System dynamics; Set (abstract data type); Axiom independence; Mathematical optimization; Mathematics; Artificial intelligence; Engineering; Programming language","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005053258,0.000437252,0.0004387279,0.0003765534,0.0002449952,0.00007208698,0.0003497137,0.0003455381,0.00001961623],"category_scores_gemma":[0.00001732924,0.0004684696,0.0001371167,0.0006411677,0.00001978299,0.0002396481,0.000002239561,0.0007122885,0.0001346421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005722156,"about_ca_system_score_gemma":0.00009681635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002133755,"about_ca_topic_score_gemma":0.00004580177,"domain_scores_codex":[0.9979194,0.0001047632,0.0005750526,0.0004519145,0.0003866118,0.0005622496],"domain_scores_gemma":[0.9985739,0.0001337649,0.00006900856,0.0007961089,0.0002013089,0.000225886],"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":[0.00004577016,0.00007512587,9.232151e-8,0.0001566781,0.00007560575,0.000001107516,0.00008018423,0.9761547,0.003358929,0.01762061,0.000002879501,0.002428281],"study_design_scores_gemma":[0.0008410019,0.00007004874,7.328278e-8,0.00006537303,0.00009435216,0.000009293544,0.0001608887,0.995011,0.002905643,0.0003333267,0.00004877944,0.0004602482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00260943,0.00002116992,0.9924524,0.00005456564,0.001707554,0.00113879,0.00007237874,0.001588462,0.0003552145],"genre_scores_gemma":[0.6591329,0.000003115897,0.3402163,0.00002684535,0.00007989936,0.0002878885,0.00002379877,0.0001452205,0.0000840526],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6565235,"threshold_uncertainty_score":0.9997767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007910259071922499,"score_gpt":0.197651499701522,"score_spread":0.1897412406295995,"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."}}