{"id":"W2049534103","doi":"10.1134/s0361768812020065","title":"Solving large linear algebraic systems in the context of integrable non-abelian Laurent ODEs","year":2012,"lang":"en","type":"article","venue":"Programming and Computer Software","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Integrable system; Ode; Abelian group; Algebra over a field; Mathematics; Algebraic number; Context (archaeology); Homogeneous space; Laurent series; Pure mathematics; Applied mathematics; Mathematical analysis","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":[0.0003880067,0.0003266263,0.0004678444,0.0002928528,0.0004887047,0.0006513905,0.0004460848,0.0005669781,0.002318636],"category_scores_gemma":[0.001532524,0.000205439,0.0003476324,0.0004077511,0.001111909,0.0008577569,0.001037009,0.0008470402,0.0001899794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003946964,"about_ca_system_score_gemma":0.0006765001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001196714,"about_ca_topic_score_gemma":0.001725686,"domain_scores_codex":[0.9998353,0.00005778429,0.000007174091,0.00002263327,0.00005192134,0.00002518236],"domain_scores_gemma":[0.9994668,0.0004127515,0.00003985485,0.00002824372,0.00002731707,0.00002501759],"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":[0.0001025062,0.0001158933,0.001572915,0.0002631735,0.00004205321,0.0007258255,0.0006034691,0.6150059,0.01669885,0.3252632,0.001583063,0.0380232],"study_design_scores_gemma":[0.00004296854,0.00002642425,0.000169643,0.000006756281,0.000006587063,0.00007084908,0.00008558469,0.9127176,0.004138846,0.08061042,0.002116219,0.000007989989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4840487,0.0002338147,0.4975668,0.0007852805,0.00007013063,0.00009313083,0.0001101392,0.0007101292,0.01638179],"genre_scores_gemma":[0.8096694,0.0002275469,0.1851612,0.00007336185,0.00008526762,0.0001126082,0.00009800531,0.0001440097,0.004428535],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002318636,"threshold_uncertainty_score":0.00775665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183540039187895,"score_gpt":0.2484717220108404,"score_spread":0.2366363216189615,"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."}}