{"id":"W2001322084","doi":"10.1063/1.3133106","title":"Method of descent for integrable lattices","year":2009,"lang":"en","type":"article","venue":"Journal of Mathematical Physics","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Integrable system; Hamiltonian system; Mathematics; Hamiltonian (control theory); Descent (aeronautics); Mathematical physics; Lax pair; Gradient descent; Camassa–Holm equation; Pure mathematics; Mathematical analysis; Physics; Computer science; Mathematical optimization","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":[0.001342218,0.0004494206,0.0009613956,0.00164069,0.001220631,0.001216808,0.001008783,0.000755555,0.003374432],"category_scores_gemma":[0.002511131,0.0003980676,0.0009562998,0.0005845148,0.001456526,0.0008872253,0.002048832,0.001775134,0.001097683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008623514,"about_ca_system_score_gemma":0.0009751354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006255175,"about_ca_topic_score_gemma":0.001076608,"domain_scores_codex":[0.9993336,0.000353841,0.0000301216,0.0000548056,0.0001705856,0.00005705281],"domain_scores_gemma":[0.9993724,0.0002057821,0.00004522991,0.0001107532,0.0001811007,0.00008468128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002804874,0.0000391102,0.0002343834,0.00008586435,0.00002407644,0.0001117986,0.0001305889,0.0109651,0.003593781,0.9585012,0.002209736,0.02407638],"study_design_scores_gemma":[0.00004606944,0.00009657734,0.0002609741,0.00006028338,0.00001352544,0.0002468854,0.00004851367,0.2919779,0.002148696,0.6818897,0.02316138,0.00004964226],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01371892,0.000455126,0.9706084,0.0004329994,0.0002167527,0.00007499291,0.00007882008,0.0001755072,0.01423854],"genre_scores_gemma":[0.1713657,0.0005862379,0.8107087,0.0002524147,0.000179355,0.0004207203,0.0001638826,0.0004434834,0.01587952],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003374432,"threshold_uncertainty_score":0.01128858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0304120796674434,"score_gpt":0.3508256253226021,"score_spread":0.3204135456551587,"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."}}