{"id":"W2007567623","doi":"10.1007/s10489-012-0342-3","title":"A new selective neural network ensemble with negative correlation","year":2012,"lang":"en","type":"article","venue":"Applied Intelligence","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Artificial neural network; Generalization; Artificial intelligence; Time delay neural network; Correlation; Neural ensemble; Set (abstract data type); Probabilistic neural network; Genetic algorithm; Stochastic neural network; Pattern recognition (psychology); Algorithm; Machine learning; Mathematics","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":[0.000118367,0.0001736667,0.0001401783,0.00003188258,0.0002107334,0.00008591393,0.000487513,0.00005462903,0.00002367964],"category_scores_gemma":[0.000006082545,0.0001413257,0.00003151178,0.0009940758,0.00004189095,0.0004491401,0.0001173678,0.0002328724,0.0002234982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003870115,"about_ca_system_score_gemma":0.0000483333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004316436,"about_ca_topic_score_gemma":0.00001761172,"domain_scores_codex":[0.9987551,0.00002320505,0.000185597,0.0003330546,0.0002006482,0.0005024258],"domain_scores_gemma":[0.9990242,0.0002161236,0.0001191847,0.0003804166,0.00005683146,0.0002032252],"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":[0.0000248756,0.00004061309,0.0008399382,0.000002076458,0.00001854882,7.733298e-7,0.001093237,0.06179133,0.0002637473,0.7135857,0.006993509,0.2153456],"study_design_scores_gemma":[0.00059944,0.0005915847,0.01696701,0.00008191162,0.00008557168,0.0001701856,0.000388753,0.6206114,0.07599144,0.2626165,0.0198021,0.002093994],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002253685,0.0001117382,0.982045,0.0002681083,0.0001789775,0.0003751049,3.109008e-7,0.000176997,0.01459008],"genre_scores_gemma":[0.8888204,0.00001195235,0.1099165,0.0004767678,0.0003906309,0.00006886173,0.000002173773,0.00001199058,0.0003007636],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8865667,"threshold_uncertainty_score":0.5763096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700709948592588,"score_gpt":0.2410545392921087,"score_spread":0.2240474398061829,"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."}}