{"id":"W1487481227","doi":"10.1002/0471427950.ch15","title":"Fuzzy Sets and Fuzzy Neural Networks","year":2003,"lang":"en","type":"other","venue":"","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Neuro-fuzzy; Fuzzy logic; Fuzzy set operations; Fuzzy classification; Adaptive neuro fuzzy inference system; Defuzzification; Artificial intelligence; Fuzzy number; Fuzzy associative matrix; Computer science; Mathematics; Fuzzy set; Fuzzy control system","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":[0.0001425849,0.0003036569,0.0003905401,0.0001045819,0.00005216867,0.0001990372,0.0006179772,0.0003281617,0.00006996984],"category_scores_gemma":[0.000006763113,0.0002296248,0.00007383236,0.0001655674,0.00004704773,0.00008116789,0.0001665276,0.0001985823,0.00009431727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000138826,"about_ca_system_score_gemma":0.00002283008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002087351,"about_ca_topic_score_gemma":0.0000873169,"domain_scores_codex":[0.9985395,0.0001054526,0.0001956586,0.000568664,0.0002075848,0.0003831293],"domain_scores_gemma":[0.9990251,0.00003738157,0.0001284406,0.0006428824,0.00001713977,0.0001490545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001012131,0.00001134359,0.00008024026,0.00001830318,0.00003262814,0.00003102477,0.00001436523,0.00002991712,4.888003e-7,0.1329595,0.8477535,0.01906771],"study_design_scores_gemma":[0.001058266,0.0001373343,0.0001686605,0.00009503135,0.00002823182,0.0001855779,0.00001807492,0.02863988,3.66248e-7,0.01534533,0.9532298,0.001093415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001544374,0.006111636,0.02064989,0.000256963,0.0014276,0.0002656154,0.00000197515,0.0004525199,0.9708322],"genre_scores_gemma":[0.0111196,0.000177546,0.003787558,0.001882877,0.0004753945,0.00002936725,0.000004479449,0.0001495729,0.9823736],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1176141,"threshold_uncertainty_score":0.9363828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024357279681403,"score_gpt":0.2116872175850734,"score_spread":0.2014436447882593,"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."}}