{"id":"W4417065244","doi":"10.1016/j.isatra.2025.12.007","title":"A type-3 fuzzy synchronization system subjected to hysteresis quantizer inputs and unknown dynamics: Applicable to financial and physical chaotic systems","year":2025,"lang":"en","type":"article","venue":"ISA Transactions","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"National Social Science Fund of China","keywords":"Control theory (sociology); Fuzzy logic; Robustness (evolution); Synchronization (alternating current); Chaotic; Chaotic systems; Stability (learning theory)","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":[0.00005802176,0.0001702447,0.0002819461,0.0001498676,0.0002525013,0.0001222391,0.00006587623,0.00005458304,0.000008125652],"category_scores_gemma":[0.000005091114,0.0001707668,0.00003963021,0.0006028974,0.00002302104,0.0001044476,0.00001225306,0.00009307629,0.00002478427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001138215,"about_ca_system_score_gemma":0.00008345011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004826765,"about_ca_topic_score_gemma":0.000216441,"domain_scores_codex":[0.9990973,0.00004529812,0.0002127897,0.000328884,0.0001000674,0.000215606],"domain_scores_gemma":[0.999497,0.00005384129,0.00003791002,0.0001743446,0.0001233284,0.0001135579],"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":[0.0006084075,0.001380043,0.01942655,0.002734178,0.001071642,0.000007306718,0.008163809,0.0682365,0.0237417,0.6439635,0.001318699,0.2293477],"study_design_scores_gemma":[0.004636624,0.0004952395,0.02022503,0.001441284,0.0009461952,0.00001104528,0.00260178,0.9557214,0.001608107,0.001134259,0.009693815,0.001485203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3206353,0.00004512305,0.6770463,0.0003502972,0.0002593221,0.0006261628,0.00006876995,0.00007049315,0.0008982027],"genre_scores_gemma":[0.998769,0.000002361731,0.0001299795,0.00004152791,0.0001601894,0.0001427978,0.00003536813,0.00001716796,0.0007016514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8874849,"threshold_uncertainty_score":0.6963666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004174097698980051,"score_gpt":0.2195039093330296,"score_spread":0.2153298116340495,"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."}}