{"id":"W1574303133","doi":"10.1109/iacc.1995.465831","title":"Parallel structured network for solving balanced realization problems","year":2002,"lang":"en","type":"article","venue":"","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Realization (probability); Matrix similarity; Diagonal; Transformation (genetics); Computer science; Similarity (geometry); State space; Matrix (chemical analysis); Theoretical computer science; State (computer science); Algebra over a field; Algorithm; Mathematics; Pure mathematics; Artificial intelligence","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":[0.0008264116,0.0006657953,0.0006101779,0.0004804327,0.0004679035,0.0007096643,0.0006975237,0.0008193568,0.005434582],"category_scores_gemma":[0.00269892,0.0003316104,0.0004762353,0.0005407806,0.0007603104,0.001642222,0.001048231,0.001201613,0.0006036216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006260375,"about_ca_system_score_gemma":0.0008540501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001709858,"about_ca_topic_score_gemma":0.002396311,"domain_scores_codex":[0.9995974,0.0001407389,0.00002086812,0.00009123761,0.0001028068,0.00004698306],"domain_scores_gemma":[0.9994684,0.0002995168,0.00005389382,0.00005933937,0.00009443185,0.0000244457],"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":[0.0001007126,0.00005065522,0.000309065,0.0001214113,0.00004103789,0.0001080619,0.00008915212,0.7047056,0.00225646,0.2301981,0.002647311,0.05937238],"study_design_scores_gemma":[0.00001575553,0.00001954803,0.00002263296,0.000005579313,0.000003993386,0.00001512286,0.00001087481,0.9096729,0.0003584762,0.08886757,0.001003605,0.000003905838],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006195537,0.00006529873,0.9908522,0.000112805,0.0000200983,0.00002703331,0.00003438108,0.0001135208,0.002579105],"genre_scores_gemma":[0.489354,0.0004244971,0.4987127,0.0002114227,0.00009961375,0.0006569833,0.0005991859,0.0001223844,0.00981923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005434582,"threshold_uncertainty_score":0.01818043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01859855169590777,"score_gpt":0.2272734638052385,"score_spread":0.2086749121093308,"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."}}