{"id":"W2328784361","doi":"10.1103/physreve.85.036201","title":"Single-shooting homotopy method for parameter identification in dynamical systems","year":2012,"lang":"en","type":"article","venue":"Physical Review E","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Homotopy analysis method; Homotopy; Mathematics; Dynamical systems theory; Chaotic; Applied mathematics; Convergence (economics); Shooting method; Observer (physics); Work (physics); Identification (biology); Mathematical optimization; Computer science; Mathematical analysis; Boundary value problem","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":[0.0004030963,0.000110794,0.0003227147,0.0000218056,0.00003689288,0.00003444745,0.00008040304,0.00001505437,0.00001548208],"category_scores_gemma":[0.00007734319,0.0000930512,0.0001394366,0.0001464841,0.00001017422,0.0001889248,0.00001836454,0.00007766281,0.00003236733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004090476,"about_ca_system_score_gemma":0.00000931802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003190116,"about_ca_topic_score_gemma":8.46836e-7,"domain_scores_codex":[0.9990669,0.000118964,0.0003000679,0.0001683984,0.0001028074,0.0002428816],"domain_scores_gemma":[0.999294,0.0003016913,0.0001281766,0.0001653876,0.0000491206,0.00006157302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001578811,0.001617201,0.0221884,0.002059183,0.00008499741,1.72518e-7,0.0003747297,0.0001868314,0.02427471,0.2448687,0.0003888315,0.7039405],"study_design_scores_gemma":[0.001564368,0.000101371,0.01019465,0.002455496,0.0004126791,0.000001802603,0.0001207465,0.9362017,0.00242695,0.02133598,0.0243277,0.0008565975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07539921,0.005146957,0.9165775,0.0003062049,0.0002979381,0.001474447,0.00002843368,0.00003109392,0.0007382845],"genre_scores_gemma":[0.9974773,0.00002419315,0.001252248,0.00005662232,0.0007296364,0.0003140425,0.00008705498,0.00001475389,0.00004413821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9360148,"threshold_uncertainty_score":0.3794518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02954075399038565,"score_gpt":0.341695335885896,"score_spread":0.3121545818955103,"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."}}