{"id":"W2072146242","doi":"10.5963/lsmr0306003","title":"Hidden Neural Network for Complex Pattern Recognition: A Comparison Study with Multi- Neural Network Based Approach","year":2013,"lang":"en","type":"article","venue":"International Journal of Life Science and Medical Research","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Artificial neural network; Computer science; Time delay neural network; Artificial intelligence; Pattern recognition (psychology); Probabilistic neural network","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":[0.004669353,0.0001324932,0.0002653733,0.0002242824,0.0005081085,0.0007742492,0.002552311,0.00004889954,0.00005814199],"category_scores_gemma":[0.000717697,0.00008864619,0.00005995203,0.0009949235,0.0006868568,0.0007795602,0.0004177505,0.0006296128,0.000007164523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000637707,"about_ca_system_score_gemma":0.0007055696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001106644,"about_ca_topic_score_gemma":0.0000427477,"domain_scores_codex":[0.9943154,0.000226238,0.0005716092,0.0004050055,0.003868416,0.000613344],"domain_scores_gemma":[0.9946308,0.0009584616,0.0002438546,0.0002293407,0.003152933,0.0007845862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002048267,0.001479669,0.04547936,0.00001810831,0.00009670742,0.00006005063,0.0004243535,0.01049566,0.00008103728,0.0005267494,0.04680337,0.8943301],"study_design_scores_gemma":[0.00152296,0.0008474445,0.03272665,0.00006144461,0.000005256575,0.00007349653,0.0002147295,0.9622406,0.000004639318,0.000394188,0.001794224,0.0001144083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3551883,0.0002303416,0.6045353,0.03766983,0.0007903886,0.00137258,0.000005002228,0.00003546606,0.0001727869],"genre_scores_gemma":[0.9589077,0.00001703022,0.03761802,0.001986441,0.00134253,0.0001009266,0.000004085351,0.000007909022,0.00001534496],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9517449,"threshold_uncertainty_score":0.7466103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2056193119543845,"score_gpt":0.4288782236113564,"score_spread":0.223258911656972,"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."}}