{"id":"W4386134389","doi":"10.1007/s00500-023-09124-6","title":"Feature data-driven-reinforced fuzzy radial basis function neural network classifier with the aid of preprocessing techniques and particle swarm optimization","year":2023,"lang":"en","type":"article","venue":"Soft Computing","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Research Foundation of Korea","keywords":"Pattern recognition (psychology); Artificial intelligence; Particle swarm optimization; Computer science; Preprocessor; Fuzzy logic; Cluster analysis; Data mining; Fuzzy classification; Classifier (UML); Fuzzy set; Machine learning","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":[0.0005688007,0.0001279428,0.0001779872,0.00003476323,0.0003639783,0.000204565,0.0005218409,0.00006369135,3.195349e-7],"category_scores_gemma":[0.00003080616,0.0000845383,0.00002657649,0.0007235695,0.00006389018,0.0004593044,0.0004201469,0.0001453923,0.000001363647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001297816,"about_ca_system_score_gemma":0.00004272983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001377524,"about_ca_topic_score_gemma":0.000003895932,"domain_scores_codex":[0.9988219,0.000100227,0.0001839258,0.0003794752,0.0002330149,0.0002815077],"domain_scores_gemma":[0.9989421,0.000205103,0.0002088292,0.0005137735,0.00008362087,0.00004654283],"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":[0.00004322867,0.000004658348,0.001509069,0.00003620025,0.00002845049,0.000005094986,0.0005201455,0.9295641,0.0001265248,0.002264297,0.00129037,0.06460791],"study_design_scores_gemma":[0.0003070755,0.00009627548,0.0007792912,0.00006404005,0.00001838683,0.00001395522,0.0001058776,0.9979202,0.0000871369,0.0001265196,0.0003731863,0.0001080642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05739351,0.0003090805,0.9377217,0.002198608,0.0003664953,0.0004034662,0.000002015916,0.0007373733,0.0008677149],"genre_scores_gemma":[0.9861526,0.00000528575,0.01315847,0.0001627526,0.0004075961,0.000007626689,0.00001225422,0.00001055377,0.00008278448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9287592,"threshold_uncertainty_score":0.3447372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239541976169441,"score_gpt":0.2357864928393842,"score_spread":0.2133910730776898,"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."}}