{"id":"W1997742135","doi":"10.1103/physreve.85.046210","title":"Tunable oscillations and chaotic dynamics in systems with localized synthesis","year":2012,"lang":"en","type":"article","venue":"Physical Review E","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Chaotic; Statistical physics; Chaotic systems; Dynamics (music); Physics; Computer science; Artificial intelligence","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":[0.0001924177,0.00018306,0.0002033847,0.0002826405,0.0002534078,0.0005518639,0.0002979059,0.0003910251,0.0009413469],"category_scores_gemma":[0.0007435498,0.0001864731,0.0002107468,0.0001398845,0.001455811,0.0007181663,0.0004190183,0.0002938725,0.0001092135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004539787,"about_ca_system_score_gemma":0.0001566519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004167326,"about_ca_topic_score_gemma":0.0002377098,"domain_scores_codex":[0.9999015,0.00003781577,0.00000376671,0.00002133038,0.00002405693,0.00001138606],"domain_scores_gemma":[0.9997892,0.000124324,0.00003966803,0.00002283195,0.00001274342,0.00001118367],"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":[0.00005900723,0.00003211957,0.001149214,0.000177544,0.00003933061,0.0004800746,0.0004863327,0.2382956,0.1028816,0.6394556,0.0007101809,0.01623347],"study_design_scores_gemma":[0.0000564269,0.00009490512,0.001616387,0.00003054326,0.00002573639,0.0003667466,0.0001397922,0.6681093,0.0106801,0.3135507,0.005293966,0.00003537158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7406512,0.003269544,0.2245761,0.001257289,0.00005804119,0.00003135217,0.00005440249,0.0002571786,0.02984491],"genre_scores_gemma":[0.9913198,0.0007320335,0.00679214,0.00004033502,0.0000282852,0.00002417362,0.00001173396,0.00001397235,0.001037421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009413469,"threshold_uncertainty_score":0.003293872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494214720314885,"score_gpt":0.2622287939559036,"score_spread":0.2472866467527548,"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."}}