{"id":"W2020060942","doi":"10.1209/epl/i2003-10047-9","title":"Stochastic resonance in monostable overdamped systems","year":2003,"lang":"en","type":"article","venue":"Europhysics Letters (EPL)","topic":"stochastic dynamics and bifurcation","field":"Physics and Astronomy","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Multivibrator; Stochastic resonance; Statistical physics; Physics; Computer science; Noise (video); Artificial intelligence; Quantum mechanics","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":[0.0001275766,0.0002171917,0.0002334415,0.00007659024,0.00008975154,0.00009084214,0.0001661681,0.00002477766,0.00002067621],"category_scores_gemma":[0.00001417287,0.0002264436,0.00007164553,0.0003614307,0.00004129842,0.0001472242,0.00003033742,0.0002114055,0.0001097653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005796133,"about_ca_system_score_gemma":0.00004432654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002309018,"about_ca_topic_score_gemma":0.000001177445,"domain_scores_codex":[0.9986552,0.00008132402,0.0002831486,0.0003689053,0.0002183197,0.0003930888],"domain_scores_gemma":[0.9993163,0.00009223636,0.0001260633,0.0003556116,0.00004257146,0.00006716176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005932089,0.0005620884,0.009654828,0.00005266839,0.00008327542,0.00002137814,0.0009215696,0.1517235,0.05174202,0.7766986,0.003953377,0.004527363],"study_design_scores_gemma":[0.01873185,0.0007564102,0.05018906,0.001564094,0.0004010964,0.00002686435,0.002805061,0.745563,0.005923415,0.08490741,0.08062107,0.008510706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6380594,0.0001108878,0.3523145,0.0001693394,0.0009096847,0.0004609983,0.00004481177,0.00004621267,0.007884164],"genre_scores_gemma":[0.9986358,7.540127e-7,0.000292321,0.0002301267,0.0003462014,0.00004655418,0.00002952282,0.00004108118,0.0003776978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6917912,"threshold_uncertainty_score":0.9234104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006189270986098254,"score_gpt":0.1989607978701972,"score_spread":0.192771526884099,"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."}}