{"id":"W4232659576","doi":"10.1109/visual.1995.485148","title":"Qualitative analysis of invariant tori in a dynamical system","year":2002,"lang":"en","type":"article","venue":"","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Torus; Invariant (physics); Visualization; Dynamical systems theory; Computer science; Qualitative analysis; Complex system; Theoretical computer science; Mathematics; Qualitative research; Physics; Artificial intelligence; Geometry","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":[0.0003037901,0.00004536772,0.0001502642,0.0002795082,0.00001124069,0.00002334948,0.0002250199,0.00002660811,0.00002437748],"category_scores_gemma":[0.000008524069,0.00003745435,0.0000536926,0.001032069,0.000008460771,0.0001806189,0.00005086674,0.00003901369,0.00001778699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005030462,"about_ca_system_score_gemma":0.000004447198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002710962,"about_ca_topic_score_gemma":0.0003825713,"domain_scores_codex":[0.9993333,0.00008842962,0.0002456482,0.0001112398,0.0001380714,0.00008328901],"domain_scores_gemma":[0.9996041,0.00006889375,0.00006746233,0.0001995108,0.0000357635,0.000024288],"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":[0.000002198735,0.0001146111,0.003512152,0.00004072274,0.0001693442,0.000006949872,0.02716833,0.002274285,0.0001076488,0.9635311,0.0000249982,0.003047605],"study_design_scores_gemma":[0.00008841434,0.0000172126,0.003407964,0.000008653107,0.00001405229,7.698373e-7,0.0005198363,0.9957274,0.00001354977,0.0001486884,0.000006895263,0.00004653632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2278624,0.000008469906,0.7671803,0.0001882243,0.0000510642,0.0000480339,0.000006766917,0.00002590727,0.004628845],"genre_scores_gemma":[0.984831,0.00000141327,0.01504117,0.00003241565,0.000004183499,0.000002106538,0.000005322793,0.000001299535,0.00008113305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9934531,"threshold_uncertainty_score":0.1527344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03380939301984331,"score_gpt":0.3078790078989352,"score_spread":0.2740696148790919,"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."}}