{"id":"W4406822203","doi":"10.1016/j.vlsi.2025.102348","title":"Third-order resonance networks and their application to chaos generation","year":2025,"lang":"en","type":"article","venue":"Integration","topic":"stochastic dynamics and bifurcation","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"CHAOS (operating system); Resonance (particle physics); Order (exchange); Computer science; Physics; Engineering; Mathematics; Quantum mechanics; Economics","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":[0.00007514789,0.0000869338,0.00007294238,0.00005435781,0.0001006862,0.00006057824,0.00004548402,0.00003449863,0.000005088226],"category_scores_gemma":[0.00000819201,0.00007076462,0.0000176077,0.0002192328,0.00001191689,0.00007181121,0.00001810652,0.00006595399,0.000005273826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000172401,"about_ca_system_score_gemma":0.00002159418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001323652,"about_ca_topic_score_gemma":0.00005104576,"domain_scores_codex":[0.9995416,0.0000137167,0.0001338158,0.0001850294,0.00004150228,0.00008430957],"domain_scores_gemma":[0.9996988,0.00001859164,0.000040761,0.0001300912,0.00008858687,0.00002315142],"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":[0.00001058636,0.00003260261,0.001924771,0.000001924386,0.00001156298,1.049027e-8,0.0002643078,0.003967121,0.01976085,0.283902,0.001224884,0.6888994],"study_design_scores_gemma":[0.0001344663,0.00002021117,0.00584028,0.00002474163,0.000007595938,7.424014e-8,0.0001682716,0.9806945,0.002769961,0.006002345,0.004240983,0.00009661824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03893816,0.00006857828,0.9559231,0.0007870398,0.000181177,0.000309166,0.000006429219,0.00002180287,0.003764562],"genre_scores_gemma":[0.9974923,0.000003294743,0.001104635,0.0002483734,0.0003584523,0.0001575947,0.0001492036,0.000005299186,0.000480887],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9767273,"threshold_uncertainty_score":0.2885697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00498902290753999,"score_gpt":0.2341889038051292,"score_spread":0.2291998808975892,"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."}}