{"id":"W4366967237","doi":"10.1109/wi-iat55865.2022.00069","title":"Oscillation Patterns of A Complex Exponential Neural Network","year":2022,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Artificial neural network; Oscillation (cell signaling); Exponential function; Computation; Nonlinear system; Computer science; Differential equation; Applied mathematics; Representation (politics); Dynamical systems theory; Exponential growth; Complex system; Control theory (sociology); Mathematics; Algorithm; Artificial intelligence; Mathematical analysis; Physics","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":[0.0008902602,0.0003680036,0.0002366822,0.0003414919,0.0002106602,0.0005591159,0.0005576956,0.0005689469,0.001529142],"category_scores_gemma":[0.002915445,0.0001806811,0.0002314272,0.0002407404,0.0004632192,0.0008129358,0.0003278436,0.0004423705,0.0001954968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005934343,"about_ca_system_score_gemma":0.000355584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001694534,"about_ca_topic_score_gemma":0.001135513,"domain_scores_codex":[0.9998034,0.00006250239,0.00001037019,0.00004547376,0.00005763363,0.00002065433],"domain_scores_gemma":[0.9994453,0.0002376032,0.0000619829,0.00003511334,0.0001933023,0.00002676622],"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":[0.0002087358,0.0000642956,0.00294275,0.0001085284,0.00003757274,0.0001978732,0.0001910299,0.8666546,0.03695609,0.05592241,0.001044967,0.03567109],"study_design_scores_gemma":[0.000003493468,0.00001658475,0.0002119241,0.000003787548,0.000002695077,0.00001759323,0.000006126785,0.9957173,0.0009224,0.002905226,0.0001886334,0.000004154016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2454607,0.0003156977,0.7414035,0.0005013786,0.00006697369,0.00008827789,0.00009525873,0.0001937833,0.01187449],"genre_scores_gemma":[0.9669356,0.0001455336,0.0299841,0.00004966745,0.000007897494,0.0000540851,0.00003957516,0.00002817487,0.002755316],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001694534,"threshold_uncertainty_score":0.005115449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03148105548158315,"score_gpt":0.2490560728521211,"score_spread":0.2175750173705379,"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."}}