{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001013162,0.0007647225,0.001039108,0.0005633855,0.0003793412,0.0006797914,0.001394778,0.000750526,0.0007622546],"category_scores_gemma":[0.001511979,0.0003546713,0.0006845127,0.0006582776,0.0003359227,0.001555443,0.0006290397,0.0009338924,0.0002008973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007014431,"about_ca_system_score_gemma":0.0005417539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007202573,"about_ca_topic_score_gemma":0.005402822,"domain_scores_codex":[0.9994443,0.0000876937,0.00003302216,0.000185096,0.000193661,0.00005626669],"domain_scores_gemma":[0.999442,0.0001505902,0.00009280432,0.00004597886,0.0002475809,0.00002093274],"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":[0.00003585956,0.00002770317,0.001338695,0.00002338931,0.00006721533,0.00003867692,0.00002816985,0.951208,0.001542862,0.001688454,0.0004265966,0.04357428],"study_design_scores_gemma":[9.805505e-7,0.000006056666,0.0001042616,0.000001078428,0.000004762331,0.000004256271,0.000001065581,0.9992868,0.0002101232,0.0003134495,0.00006527359,0.00000190008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03116877,0.0005040111,0.966009,0.0001217883,0.00004927744,0.0000197482,0.00004600852,0.000291166,0.001790118],"genre_scores_gemma":[0.8989632,0.0005786635,0.09606939,0.0001791262,0.00007803238,0.0001118799,0.0002479745,0.00004664879,0.003725178],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007202573,"threshold_uncertainty_score":0.01432127,"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."}}