{"id":"W2492307338","doi":"10.1017/cbo9781316286852","title":"Optimal Control and Geometry: Integrable Systems","year":2016,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Integrable system; Symplectic geometry; Space (punctuation); Optimal control; Mathematics; Class (philosophy); Schrödinger's cat; Algebra over a field; Calculus (dental); Computer science; Pure mathematics; Mathematical analysis; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008465647,0.0003200356,0.0004816587,0.0001236072,0.0001736219,0.00009041185,0.0002826463,0.0001840245,0.000008498393],"category_scores_gemma":[0.000001860734,0.0002944819,0.0001677417,0.000009034844,0.0001923581,0.00007568992,0.0001859507,0.0003513915,0.00001600455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025127,"about_ca_system_score_gemma":0.0002056171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000378276,"about_ca_topic_score_gemma":1.874409e-7,"domain_scores_codex":[0.9988977,0.00005785097,0.0001559973,0.0004044324,0.0001474285,0.0003366232],"domain_scores_gemma":[0.9990432,0.0001016685,0.0001723288,0.0003665836,0.000106797,0.0002093814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005238966,0.00001533838,0.00005855457,0.00007109617,0.000400276,0.00003752149,0.00001728893,0.000006751467,0.00002539351,0.8835607,0.1148686,0.0008860074],"study_design_scores_gemma":[0.001149504,0.00003924007,0.00001196491,0.0002063313,0.00021309,0.00000342648,0.00009174219,0.0003225875,0.00002680276,0.000008265371,0.9975589,0.0003681294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007367942,0.0001687749,0.004319567,0.000008968832,0.0002814413,0.0003789777,0.002737122,0.00005025324,0.9913181],"genre_scores_gemma":[0.007591756,0.00001232026,0.00005304282,0.00001098468,0.0007280571,0.000001303853,0.00009460509,0.00003948068,0.9914684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8835525,"threshold_uncertainty_score":0.9999507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0084129653242,"score_gpt":0.1907478743452939,"score_spread":0.1823349090210939,"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."}}