{"id":"W2980435361","doi":"10.1109/cleoe-eqec.2019.8872700","title":"Optical Control of Spatial Riemann Waves and Burgers' Equation Dynamics","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Physics; Burgers' equation; Nonlinear system; Gaussian beam; Gaussian; Beam (structure); Shock (circulatory); Nonlinear Schrödinger equation; Context (archaeology); Inviscid flow; Mathematical analysis; Phase (matter); Classical mechanics; Optics; Quantum mechanics; Mathematics","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":[0.0002072801,0.0001824425,0.0004569807,0.00004625163,0.00001627175,0.00003735171,0.0001183707,0.0001289974,0.0002012343],"category_scores_gemma":[0.000007673413,0.0001631534,0.0001187931,0.00001924715,0.00005477727,0.00002973095,0.0001779081,0.0002301525,0.00002155531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003136993,"about_ca_system_score_gemma":0.0001130045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002293613,"about_ca_topic_score_gemma":0.00002121014,"domain_scores_codex":[0.9989641,0.00004486995,0.000371555,0.0002926788,0.0001771788,0.0001496472],"domain_scores_gemma":[0.9991107,0.0001537584,0.000233923,0.0003605204,0.00008674187,0.00005437488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002864552,0.000808376,0.4176364,0.001579097,0.002372911,0.000003633909,0.0008480957,0.01440758,0.001826222,0.3459278,0.0003009531,0.2140025],"study_design_scores_gemma":[0.001003066,0.00004572605,0.002558121,0.0001416721,0.0001108619,5.12541e-7,0.0002312494,0.9898509,0.001386591,0.004159655,0.0002229298,0.0002886915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1543241,0.00005137384,0.7935848,0.0001200041,0.0008611133,0.0009447642,0.0003706516,0.00002576649,0.04971743],"genre_scores_gemma":[0.9972233,0.000001201325,0.001316327,0.000008356457,0.0006256007,0.00002037773,0.0002651376,0.00002005476,0.0005196089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9754434,"threshold_uncertainty_score":0.6653203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00991350003977227,"score_gpt":0.2397565231139722,"score_spread":0.2298430230741999,"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."}}