{"id":"W1975751680","doi":"10.1073/pnas.0511000103","title":"Global asymptotic coherence in discrete dynamical systems","year":2006,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Attractor; Coherence (philosophical gambling strategy); Dynamical systems theory; Generalization; Computer science; Statistical physics; Mathematics; Physics; Mathematical analysis; Statistics; Quantum mechanics","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":[0.0008071202,0.00006518579,0.0001020171,0.00008930749,0.00007128923,0.00007062861,0.001212217,0.00004936092,7.234252e-7],"category_scores_gemma":[0.00005199092,0.00004405592,0.00003724115,0.0009633117,0.0002346546,0.0006929365,0.0001754546,0.00007444955,0.000001261574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006304993,"about_ca_system_score_gemma":0.00002602925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007953156,"about_ca_topic_score_gemma":0.00000113289,"domain_scores_codex":[0.998511,0.000006580343,0.0003196348,0.0001755427,0.0008555374,0.0001316778],"domain_scores_gemma":[0.9995304,0.00004048504,0.0002838555,0.000008847981,0.0001196053,0.00001678684],"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":[0.000001874825,0.00002965867,0.1050802,0.00004013905,0.000002041186,6.968896e-9,0.00002653443,0.005068351,0.003279298,0.8861952,0.00006881209,0.0002078762],"study_design_scores_gemma":[0.00009360237,0.00001700251,0.3650753,0.0000770018,0.000001261168,0.000008569024,0.00001335302,0.5399683,0.0007760765,0.09389444,0.00001704816,0.00005803244],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894774,0.00005144493,0.0008798903,0.001406924,0.00004828355,0.0001574651,0.00001673725,0.00001498904,0.007946891],"genre_scores_gemma":[0.9969336,0.000001787714,0.002941257,0.00004667141,0.0000298263,0.000003833316,1.672065e-7,0.000001014962,0.00004177714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7923007,"threshold_uncertainty_score":0.225262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783055280764198,"score_gpt":0.2756966479299122,"score_spread":0.2578660951222703,"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."}}