{"id":"W2082727335","doi":"10.1142/s0218127405012211","title":"NOVEL NUMERICAL APPROACH TO SOLITARY–WAVE SOLUTIONS IDENTIFICATION OF BOUSSINESQ AND KORTEWEG–DE VRIES EQUATIONS","year":2005,"lang":"en","type":"article","venue":"International Journal of Bifurcation and Chaos","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University of Edmonton; University of Alberta","funders":"","keywords":"Korteweg–de Vries equation; Mathematics; Boussinesq approximation (buoyancy); Mathematical analysis; Inverse problem; Boundary (topology); Identification (biology); Applied mathematics; Physics; Nonlinear system; Meteorology","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":[0.0006735903,0.000491181,0.0007307115,0.0006517168,0.0004053013,0.0006467168,0.001083698,0.001171973,0.001209864],"category_scores_gemma":[0.00150698,0.0003092144,0.0006313328,0.0003983731,0.0009776256,0.0007538527,0.001103142,0.001059353,0.0003229484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004156091,"about_ca_system_score_gemma":0.000724851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001177685,"about_ca_topic_score_gemma":0.0008831518,"domain_scores_codex":[0.9997297,0.00009067291,0.00001941872,0.00003138222,0.0001113805,0.00001737984],"domain_scores_gemma":[0.9996737,0.0001118491,0.00003999375,0.00003797489,0.0001088854,0.0000274671],"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":[0.00008326655,0.00009194766,0.0009116033,0.0004187718,0.00007201791,0.0004921949,0.0005579672,0.3655811,0.06576336,0.4957538,0.001562884,0.06871102],"study_design_scores_gemma":[0.00000939056,0.00001582637,0.00007094728,0.000009886564,0.000004746091,0.00008902364,0.00001216168,0.9814574,0.002062357,0.01406962,0.002187953,0.00001057694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009555778,0.0002375854,0.9866985,0.0001374386,0.00009893838,0.00003804376,0.00001213485,0.00007803781,0.003143582],"genre_scores_gemma":[0.1864612,0.0005677779,0.804945,0.00008943195,0.0001227062,0.000271675,0.00004955117,0.00007457803,0.007418212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001209864,"threshold_uncertainty_score":0.004047394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04783930201379,"score_gpt":0.3102597947149116,"score_spread":0.2624204927011216,"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."}}