{"id":"W4415871373","doi":"10.1063/5.0286757","title":"The effect of the non-linear function on system dynamics within delay-feedback reservoirs","year":2025,"lang":"en","type":"article","venue":"Chaos An Interdisciplinary Journal of Nonlinear Science","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Reservoir computing; Sine; Function (biology); Hyperbolic function; Node (physics); Task (project management); Dynamics (music)","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":[0.0007542041,0.0006820854,0.0003085512,0.0002379586,0.0002925645,0.0005757995,0.0004802624,0.0004420063,0.001021985],"category_scores_gemma":[0.003623646,0.0002131087,0.0002302159,0.0001801015,0.0006676291,0.001301868,0.0004661417,0.0006316031,0.0001155098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007280775,"about_ca_system_score_gemma":0.0008691645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00342661,"about_ca_topic_score_gemma":0.002948394,"domain_scores_codex":[0.9998025,0.00005251322,0.00001323629,0.00003150167,0.0000478574,0.00005233843],"domain_scores_gemma":[0.9982486,0.001255058,0.0001585825,0.0001045052,0.0001486465,0.00008467525],"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":[0.0004167125,0.0001200666,0.00541995,0.0001621736,0.00003993925,0.0003359542,0.0001571881,0.9078814,0.04538447,0.00658162,0.0004822744,0.03301825],"study_design_scores_gemma":[0.000007008277,0.0001360802,0.0007447783,0.000008630997,0.000009790607,0.00004176917,0.00003274619,0.985388,0.01246389,0.0009566645,0.000202266,0.000008423129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9075927,0.0003928729,0.08839138,0.0004166545,0.00003187274,0.00002816204,0.00003732411,0.0004686161,0.002640384],"genre_scores_gemma":[0.9935067,0.00007514149,0.005934041,0.00002484112,0.000002190517,0.00001314917,0.00001327205,0.00002042251,0.000410225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00342661,"threshold_uncertainty_score":0.006813347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0081399666955037,"score_gpt":0.2878047824680708,"score_spread":0.2796648157725671,"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."}}