{"id":"W2508605756","doi":"10.1134/s1063780x16080067","title":"Nonlinear damping of zonal flows","year":2016,"lang":"en","type":"article","venue":"Plasma Physics Reports","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Zonal flow (plasma); Nonlinear system; Physics; Instability; Amplitude; Mechanics; Flow (mathematics); Classical mechanics; Plasma; Quantum electrodynamics; Statistical physics; 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":[0.0002551852,0.0003911031,0.00017935,0.0003286021,0.00030213,0.0005747799,0.0003228065,0.000254933,0.001673609],"category_scores_gemma":[0.001334659,0.0001531106,0.0002467372,0.0001644352,0.0005273308,0.0006267438,0.0006577433,0.0005805824,0.0001474983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005970351,"about_ca_system_score_gemma":0.0003867176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002757054,"about_ca_topic_score_gemma":0.001483018,"domain_scores_codex":[0.9999222,0.00001741854,0.000002710485,0.00001517567,0.00002628725,0.00001613881],"domain_scores_gemma":[0.9997635,0.00009009294,0.00005707241,0.00003194798,0.00004026935,0.00001703472],"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":[0.0002470607,0.00005322845,0.0132931,0.0003372439,0.00007254571,0.0003236004,0.001013635,0.2760038,0.2389854,0.4236776,0.001547661,0.04444522],"study_design_scores_gemma":[0.00002300101,0.0000406359,0.005856619,0.00001828546,0.00001077458,0.0001265252,0.00005007762,0.9616038,0.01110669,0.01854745,0.002591099,0.00002505738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8081547,0.001302163,0.1629909,0.0007427371,0.0001385011,0.00004643635,0.0001177171,0.0003794085,0.02612738],"genre_scores_gemma":[0.9912061,0.00022069,0.0054173,0.0000197658,0.00001938067,0.00001540762,0.00002379348,0.00002080893,0.003056806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002757054,"threshold_uncertainty_score":0.005598783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151922181342828,"score_gpt":0.259153473768334,"score_spread":0.2439612556340512,"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."}}