{"id":"W4403829667","doi":"10.1016/j.chaos.2024.115671","title":"A non-singleton type-3 neuro-fuzzy fixed-time synchronizing method","year":2024,"lang":"en","type":"article","venue":"Chaos Solitons & Fractals","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Synchronizing; Singleton; Type (biology); Fixed point; Mathematics; Control theory (sociology); Computer science; Artificial intelligence; Topology (electrical circuits); Mathematical analysis; Combinatorics; Biology; Pregnancy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000787915,0.0003581682,0.000509063,0.0002372925,0.000235159,0.0008049557,0.001128425,0.0001977853,0.00005177809],"category_scores_gemma":[0.0001506724,0.0003095505,0.000248918,0.000879875,0.00005921597,0.0007633959,0.0003787548,0.0004054908,0.002446454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001481224,"about_ca_system_score_gemma":0.0002850223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000140633,"about_ca_topic_score_gemma":0.000002874778,"domain_scores_codex":[0.9972208,0.0001864429,0.0004799943,0.0009244235,0.0004486892,0.0007396651],"domain_scores_gemma":[0.9978655,0.0006767684,0.0001114561,0.0009930417,0.0001129281,0.0002403292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005646114,0.0004241502,0.0002368346,0.000750807,0.0006860097,0.002446554,0.007909157,0.0009432498,0.3593222,0.1834668,0.107618,0.3361397],"study_design_scores_gemma":[0.001108498,0.0008023649,0.0006608532,0.001016241,0.0001741258,0.001026569,0.0002144051,0.69458,0.01255546,0.04649177,0.239273,0.002096696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02983706,0.01291204,0.6479189,0.01067018,0.01242655,0.001684132,0.00002977896,0.003749146,0.2807721],"genre_scores_gemma":[0.9809456,0.00003301126,0.01377232,0.001059375,0.001213485,0.00006216418,0.000007977092,0.00005520093,0.002850855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9511086,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314436888698086,"score_gpt":0.2670842853155588,"score_spread":0.253939916428578,"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."}}