{"id":"W2747730049","doi":"10.1115/1.4037630","title":"The Transfer Matrix Metamodel for Dynamic Systems With Arbitrary Time-Variant Inputs","year":2017,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Singular value decomposition; Matrix (chemical analysis); Metamodeling; Computer science; Robustness (evolution); Algorithm; Computation; Transfer matrix; Control theory (sociology); Modal matrix; State-transition matrix; Artificial intelligence; Symmetric matrix; Eigenvalues and eigenvectors; Diagonalizable matrix","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":[0.0111844,0.0001978435,0.000579621,0.0001085142,0.0006299436,0.0008572509,0.002023072,0.0001388035,0.00001642372],"category_scores_gemma":[0.003252831,0.0000881247,0.0002727635,0.0001123225,0.0001024735,0.0004119382,0.00004377959,0.0003317863,0.0000293588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006205853,"about_ca_system_score_gemma":0.0003301768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001933077,"about_ca_topic_score_gemma":0.000001096156,"domain_scores_codex":[0.9968124,0.000321137,0.001024612,0.0002590824,0.001249511,0.0003332434],"domain_scores_gemma":[0.9940465,0.003808826,0.0005097055,0.0007991904,0.0006139696,0.0002217835],"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":[0.007519179,0.0005483293,0.000006162874,0.0001103356,0.001453504,0.0008013466,0.0003087963,0.627108,0.02671074,0.289715,0.02620026,0.01951837],"study_design_scores_gemma":[0.001334143,0.001000958,0.00003375197,0.0001230313,0.000181234,0.0005683774,0.00003679812,0.9094414,0.0004680566,0.08404835,0.002553777,0.0002101136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005968374,0.0005791147,0.9958737,0.001601806,0.0007704372,0.0004731009,0.000009809191,0.00001522386,0.00007994271],"genre_scores_gemma":[0.8998016,0.00007853511,0.09753629,0.00007052706,0.0002592802,0.00002840778,3.498928e-7,0.00004146606,0.002183547],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8992048,"threshold_uncertainty_score":0.826649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08294563031666996,"score_gpt":0.3411755925378782,"score_spread":0.2582299622212082,"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."}}