{"id":"W1557499183","doi":"10.1007/b98824","title":"Analysis and Simulation of Chaotic Systems","year":2000,"lang":"en","type":"book","venue":"Applied Mathematical Sciences","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":141,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Air Force Office of Scientific Research; College of Engineering, Michigan State University; Army Research Office; University of Utah; York University; Michigan State University; Office of Naval Research; Arizona State University; Division of Mathematical Sciences; National Science Foundation","keywords":"Chaotic; Mathematical model; Computer science; Mathematical theory; Management science; Artificial intelligence; Mathematics; Engineering; Physics; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006350853,0.0001794721,0.0005072231,0.0003591453,0.0001478174,0.0002114472,0.0007007909,0.000118145,0.00008973005],"category_scores_gemma":[0.00002460292,0.0001420448,0.00008647885,0.0007302605,0.0004066502,0.0001353834,0.0001302631,0.00009126444,0.00005677655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004253011,"about_ca_system_score_gemma":0.000162919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001057789,"about_ca_topic_score_gemma":0.000002146452,"domain_scores_codex":[0.9982316,0.00002208993,0.0004358558,0.0004901955,0.0006051501,0.0002150572],"domain_scores_gemma":[0.9986394,0.0005583753,0.0002516287,0.0004113771,0.0000435503,0.00009568204],"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":[0.000001658164,0.00007085202,0.00001238512,0.000401463,0.0000992168,4.747022e-7,0.001434201,0.01627139,0.000006163552,0.9744349,0.0002968853,0.0069704],"study_design_scores_gemma":[0.00004931694,0.00003215374,0.0001393094,0.00007233396,0.0001642091,0.000002213053,0.00005047019,0.5434764,0.000007677442,0.4552151,0.000593335,0.0001974641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00176068,0.0002923781,0.4976476,0.00009336629,0.0001520935,0.0004396318,0.000004346929,0.00009154671,0.4995184],"genre_scores_gemma":[0.9236678,0.00007498167,0.02465842,0.00007765066,0.0002866514,0.00004814815,0.00001823947,0.000018041,0.05115011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9219071,"threshold_uncertainty_score":0.5792418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04485456589470516,"score_gpt":0.289345729361042,"score_spread":0.2444911634663369,"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."}}