{"id":"W2126645261","doi":"10.1109/cimsa.2008.4595831","title":"Toward a Theory of Validation of Hybrid MinMax FuzzyNeuro Systems","year":2008,"lang":"en","type":"article","venue":"","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Fuzzy inference system; Computer science; Generalization; Minimax; Perspective (graphical); Hybrid system; Inference; Value (mathematics); Fuzzy logic; Artificial intelligence; Machine learning; Fuzzy control system; Mathematical optimization; Mathematics; Adaptive neuro fuzzy inference 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01152198,0.0006812611,0.0008312704,0.00118676,0.000785426,0.002466827,0.002153809,0.001876403,0.002522083],"category_scores_gemma":[0.02973415,0.0005209575,0.001497794,0.0006335757,0.004706871,0.003923863,0.00254915,0.002971739,0.0002899192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002259077,"about_ca_system_score_gemma":0.001529053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002855278,"about_ca_topic_score_gemma":0.0017585,"domain_scores_codex":[0.9955356,0.002032868,0.0002957039,0.0007811391,0.001120594,0.000234109],"domain_scores_gemma":[0.9776617,0.01650503,0.00108933,0.002008429,0.002500775,0.0002348016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007744925,0.00003246336,0.001181583,0.0001231992,0.00005675859,0.0001556645,0.0005215532,0.1470277,0.001915947,0.823607,0.0004824903,0.0248182],"study_design_scores_gemma":[0.00001212781,0.00006456069,0.0002178659,0.00006697358,0.00001275803,0.00005311853,0.00005050285,0.5749369,0.001400806,0.4216833,0.001479488,0.00002152652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0131345,0.0002158988,0.98258,0.0003541698,0.00002875575,0.00003543682,0.00003689541,0.0001117921,0.003502451],"genre_scores_gemma":[0.6745018,0.0004960066,0.3208149,0.0004359346,0.0001058058,0.0002688411,0.0001554939,0.00007398936,0.003147207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01152198,"threshold_uncertainty_score":0.06093478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03745178335033122,"score_gpt":0.2090161199537192,"score_spread":0.171564336603388,"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."}}