{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002161445,0.0004518397,0.0005794198,0.0003758278,0.0002860258,0.0006993768,0.0006564535,0.0005720671,0.003853609],"category_scores_gemma":[0.0009051464,0.0002853011,0.000346549,0.0004077604,0.0005794681,0.0007214005,0.0004655538,0.0005526943,0.0005488456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004323643,"about_ca_system_score_gemma":0.0003721781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002276782,"about_ca_topic_score_gemma":0.00148383,"domain_scores_codex":[0.9999129,0.0000254148,0.000004272978,0.00001090622,0.00003896269,0.000007540977],"domain_scores_gemma":[0.999738,0.000166741,0.000014211,0.00003688593,0.00003324189,0.00001091859],"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":[0.00002866614,0.0000158496,0.0002440571,0.00008843461,0.00002297038,0.00004768265,0.00009157667,0.8817601,0.003653812,0.08311749,0.002054737,0.02887465],"study_design_scores_gemma":[0.000005783476,0.000007422335,0.00009897334,0.000008797831,0.000003807988,0.00001982699,0.000007725931,0.9601467,0.001019031,0.03490146,0.003775199,0.000005271633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04586004,0.002217763,0.8981283,0.0006021365,0.0001992788,0.0000636164,0.0002495681,0.001205661,0.05147368],"genre_scores_gemma":[0.7343271,0.003248661,0.2311243,0.00009749352,0.0001447041,0.0002455875,0.0005213655,0.000376377,0.0299145],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003853609,"threshold_uncertainty_score":0.01289165,"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."}}