{"id":"W3016003143","doi":"10.15407/kvt199.01.019","title":"The Use of Complexity and Variability Characteristics for the Analysis of Complex Dynamic Systems","year":2020,"lang":"en","type":"article","venue":"Cybernetics and computer engineering","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Computer science; Complex system; Biological system; Biology; Artificial intelligence","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":[0.00008238338,0.00007062065,0.0002060834,0.00001346632,0.00005204339,0.00005684403,0.00006687232,0.00001245165,0.000001615489],"category_scores_gemma":[0.000007854727,0.00004678548,0.00005022253,0.0001008806,0.00006042513,0.00001840451,0.00005361958,0.00003733374,2.683332e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000340528,"about_ca_system_score_gemma":0.000004864044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003500937,"about_ca_topic_score_gemma":0.000001330774,"domain_scores_codex":[0.9995641,0.0000145403,0.0002044158,0.00009379534,0.00004951836,0.00007365157],"domain_scores_gemma":[0.9993029,0.0004065735,0.00008264161,0.0001115637,0.00006643269,0.000029846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004892211,0.00007311446,0.05483242,0.0003859581,0.003275843,1.871937e-7,0.001591501,0.4912317,0.001227183,0.3554576,0.00007387922,0.09180167],"study_design_scores_gemma":[0.000115735,0.00001636928,0.1220876,0.000005169489,0.0001869997,5.071235e-8,0.000009824745,0.8761759,0.000003873196,0.00005767202,0.001299034,0.00004175575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1661363,0.00006534479,0.8333779,0.0001039719,0.00005798864,0.0001493715,0.0001018165,0.000005091037,0.000002168815],"genre_scores_gemma":[0.9982498,0.00001241239,0.00161914,0.000008456865,0.00006638168,0.000005465589,0.00003078536,0.000005085215,0.000002414762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8321135,"threshold_uncertainty_score":0.1907856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0292275939166369,"score_gpt":0.2107265601190391,"score_spread":0.1814989662024022,"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."}}