{"id":"W2944876085","doi":"10.1155/2019/9852134","title":"Quality Prediction Model Based on Novel Elman Neural Network Ensemble","year":2019,"lang":"en","type":"article","venue":"Complexity","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Social Science Foundation of Jiangsu Province; Government of Jiangsu Province; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Computer science; Artificial neural network; Generalization; Ensemble forecasting; Artificial intelligence; Quality (philosophy); Ensemble learning; Machine learning; Pattern recognition (psychology); 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":[0.0002640513,0.0001383729,0.0001661997,0.00002673141,0.0002044742,0.00009026453,0.0006186127,0.00005058469,0.00001714491],"category_scores_gemma":[0.00000659435,0.0001285409,0.00008605251,0.0003018916,0.00004212641,0.0001934912,0.0001518904,0.0001915733,0.00008632978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003743455,"about_ca_system_score_gemma":0.00003393434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002403544,"about_ca_topic_score_gemma":0.00001322818,"domain_scores_codex":[0.9986814,0.00005281685,0.0002339082,0.0004601071,0.0002624735,0.0003093569],"domain_scores_gemma":[0.9987,0.0001055389,0.000102189,0.0009361846,0.00005434221,0.0001017706],"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":[0.00001166637,0.0001042996,0.001497326,0.000008062826,0.000002641583,2.093758e-7,0.00001697201,0.7274127,0.000990005,0.2642893,0.002956215,0.002710545],"study_design_scores_gemma":[0.0002988005,0.00005298858,0.02817925,0.00001023318,0.000001331598,0.000001032151,0.000001039176,0.9488358,0.00007549348,0.02150982,0.0009062371,0.0001279577],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09806498,0.00001007758,0.8934725,0.001468428,0.0003392847,0.0003018705,0.00001338468,0.0002768328,0.00605263],"genre_scores_gemma":[0.9655128,5.869837e-7,0.03213643,0.001894232,0.0001679909,0.0000227419,0.00001758071,0.000008511934,0.0002391352],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8674478,"threshold_uncertainty_score":0.5241747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09145736791529512,"score_gpt":0.3034035623250433,"score_spread":0.2119461944097482,"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."}}