{"id":"W2092331698","doi":"10.1103/physreve.70.051110","title":"Soft threshold stochastic resonance","year":2004,"lang":"en","type":"article","venue":"Physical Review E","topic":"stochastic dynamics and bifurcation","field":"Physics and Astronomy","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stochastic resonance; Fisher information; Measure (data warehouse); Information transmission; SIGNAL (programming language); Computer science; Noise (video); Threshold model; Information theory; Transmission (telecommunications); Statistical physics; Resonance (particle physics); Mathematics; Physics; Artificial intelligence; Statistics; Data mining; Machine learning; Telecommunications; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005590536,0.000312727,0.000511803,0.0006971951,0.0005260499,0.00162216,0.0004994012,0.0009785239,0.003479082],"category_scores_gemma":[0.00370557,0.0002889823,0.0004593425,0.0003779615,0.002004883,0.002137488,0.001298488,0.001216154,0.0006005575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009407842,"about_ca_system_score_gemma":0.0003326607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005580119,"about_ca_topic_score_gemma":0.0002890082,"domain_scores_codex":[0.999546,0.00007595866,0.00002105204,0.0001120843,0.00017464,0.00007013861],"domain_scores_gemma":[0.9986628,0.000625578,0.0002163234,0.0001939922,0.0001717694,0.0001294993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007062199,0.00002177318,0.0009808377,0.0001502165,0.00004027203,0.0003061666,0.0002624814,0.04116225,0.02988403,0.9027026,0.00225182,0.02216705],"study_design_scores_gemma":[0.00001124031,0.00003485674,0.001437701,0.00003226299,0.00001296388,0.0002580528,0.00007342474,0.1523593,0.003602064,0.8381851,0.003954381,0.0000385165],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.221295,0.003571998,0.6914967,0.003306954,0.0004537865,0.00006077856,0.0003056761,0.0006429743,0.07886618],"genre_scores_gemma":[0.9760592,0.001015281,0.01504827,0.0003750927,0.00015042,0.00004094487,0.00006242334,0.00007728276,0.007171097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003479082,"threshold_uncertainty_score":0.0116387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334292224713766,"score_gpt":0.2893670037785724,"score_spread":0.2760240815314347,"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."}}