{"id":"W2118820410","doi":"10.23919/ecc.2007.7068579","title":"Model reduction for controllable systems","year":2007,"lang":"en","type":"article","venue":"","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Passivity; Reduction (mathematics); Representation (politics); Computer science; Point (geometry); Model order reduction; Control theory (sociology); Scheme (mathematics); Variable (mathematics); Algorithm; Order (exchange); Mathematical optimization; Mathematics; Artificial intelligence; Control (management); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001522914,0.00006249499,0.000088226,0.00002424928,0.00007879368,0.00002610831,0.00003581914,0.0000228106,0.00007982944],"category_scores_gemma":[6.290419e-7,0.00005226914,0.00005570822,0.00004574528,0.000009835177,0.00007463257,0.000004910573,0.00004177521,0.000008863814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009894699,"about_ca_system_score_gemma":0.00001210346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004392864,"about_ca_topic_score_gemma":5.188336e-7,"domain_scores_codex":[0.9995102,0.00000416429,0.000137383,0.0001195572,0.00005377468,0.0001749324],"domain_scores_gemma":[0.9997486,0.00001548053,0.00003808286,0.00008611212,0.00005585445,0.00005584191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001256222,0.00007152856,0.0001098223,0.000008617096,0.0000428244,7.068296e-8,0.00004280525,0.2626246,0.01096413,0.6653755,0.04430965,0.0163249],"study_design_scores_gemma":[0.0005670927,0.00001854968,0.000002981467,0.000003659518,0.0000106888,9.877376e-7,0.0002503701,0.9785838,0.003430942,0.00474123,0.01229594,0.00009379308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02478789,0.00002941325,0.8960866,0.00008799604,0.0005479619,0.0003024522,0.000004662912,0.00004330036,0.07810967],"genre_scores_gemma":[0.9655825,7.271954e-7,0.00138504,0.00002077041,0.0007876157,0.00002952172,0.00001187296,0.000008597492,0.03217336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9407946,"threshold_uncertainty_score":0.2131474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02998412638845837,"score_gpt":0.2787010665860025,"score_spread":0.2487169401975441,"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."}}