{"id":"W1981145361","doi":"10.1063/1.3502450","title":"Transport in time-dependent dynamical systems: Finite-time coherent sets","year":2010,"lang":"en","type":"article","venue":"Chaos An Interdisciplinary Journal of Nonlinear Science","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":200,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Chaotic; Probabilistic logic; Statistical physics; Computation; Dynamical systems theory; Computer science; Range (aeronautics); Applied mathematics; Flow (mathematics); Dynamical system (definition); Discrete time and continuous time; Finite set; Matrix (chemical analysis); Mathematics; Algorithm; Physics; Mathematical analysis; Artificial intelligence; Aerospace engineering; Statistics","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":[0.0009289613,0.0003372461,0.0003312603,0.00088819,0.0004766901,0.0007760079,0.0005696315,0.0006362173,0.0006478961],"category_scores_gemma":[0.003771972,0.000210165,0.0004411247,0.0006038426,0.001700325,0.001985176,0.0007698965,0.0005881733,0.00006217364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006822976,"about_ca_system_score_gemma":0.000340069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009450993,"about_ca_topic_score_gemma":0.000481236,"domain_scores_codex":[0.9998059,0.00007249952,0.00001014763,0.0000351307,0.00005184535,0.00002459024],"domain_scores_gemma":[0.9978623,0.001354866,0.0004583053,0.0001295583,0.0001194565,0.00007554603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006207658,0.00006650528,0.002467082,0.00009248987,0.00006230255,0.0002406803,0.0002599619,0.6209791,0.01674159,0.3482492,0.0002289583,0.01055008],"study_design_scores_gemma":[0.000003159505,0.00001831785,0.0002956523,0.000003041679,0.000004152584,0.00002556295,0.00001096153,0.9609419,0.000903573,0.03768076,0.000105363,0.000007651573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3425551,0.0002763494,0.6548807,0.0003020329,0.00002353448,0.00003159088,0.00005188957,0.00009157504,0.001787198],"genre_scores_gemma":[0.9689626,0.0001597671,0.03006201,0.00002874813,0.00003480244,0.00003809304,0.00004226073,0.00002039269,0.0006513289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009450993,"threshold_uncertainty_score":0.004950404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0090336833429895,"score_gpt":0.294010376436346,"score_spread":0.2849766930933565,"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."}}