{"id":"W4412987884","doi":"10.1101/2025.08.04.668381","title":"Noisy neural systems with static and dynamic Hopf bifurcation parameters","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; University of British Columbia","funders":"","keywords":"Hopf bifurcation; Bifurcation; Biological applications of bifurcation theory; Computer science; Neural system; Control theory (sociology); Artificial intelligence; Physics; Nonlinear system; Psychology; Neuroscience","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":[0.0004625736,0.0002661328,0.0002907146,0.0003626512,0.0002289035,0.0006967464,0.000376269,0.00055583,0.001111875],"category_scores_gemma":[0.0021712,0.000211446,0.000371874,0.0002495145,0.0007927952,0.0008470798,0.0004976869,0.0003408847,0.00008157524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008034548,"about_ca_system_score_gemma":0.0002446262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001992798,"about_ca_topic_score_gemma":0.001313805,"domain_scores_codex":[0.9998165,0.00005768404,0.00001391651,0.00002729719,0.00005785748,0.00002682723],"domain_scores_gemma":[0.9993832,0.0002679345,0.0001815606,0.00006217791,0.00006324121,0.00004178184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008446877,0.00004841945,0.006239913,0.00005218273,0.00007059589,0.0003726781,0.000171598,0.8674713,0.02273418,0.0984978,0.000465331,0.003791476],"study_design_scores_gemma":[0.000006507158,0.00002522866,0.00110642,0.000004657575,0.000006234141,0.00004451121,0.00002262078,0.9738048,0.001026135,0.02373291,0.0002101203,0.000009849467],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9089158,0.0001680066,0.08450443,0.0002948945,0.00003246917,0.00001747384,0.00007723236,0.000097994,0.005891751],"genre_scores_gemma":[0.9974806,0.00003693227,0.001969283,0.00001611288,0.000006115391,0.0000100498,0.00001707036,0.000005972805,0.0004579164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001992798,"threshold_uncertainty_score":0.005829513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480818643781213,"score_gpt":0.2191631812930192,"score_spread":0.204354994855207,"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."}}