{"id":"W1974660008","doi":"10.1103/physrevlett.84.491","title":"Coherent Structure Phenomena in Drift Wave–Zonal Flow Turbulence","year":2000,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Intermittency; Physics; Turbulence; Zonal flow (plasma); Lagrangian coherent structures; Wave turbulence; Wave packet; Mechanics; Shear flow; Reynolds number; Flow (mathematics); Classical mechanics; Nonlinear system; Plasma; 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":[0.0001191586,0.0001521268,0.0001046366,0.0004172907,0.0002592517,0.0005818759,0.0001241742,0.0002122058,0.0004248998],"category_scores_gemma":[0.0006806328,0.0001241042,0.0000996248,0.0002157897,0.0006182695,0.0005894871,0.0003524625,0.0003032364,0.00005385977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002486823,"about_ca_system_score_gemma":0.0001430102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005701776,"about_ca_topic_score_gemma":0.000390933,"domain_scores_codex":[0.999941,0.000009008457,0.000002867474,0.0000108528,0.00002228241,0.0000139764],"domain_scores_gemma":[0.9997855,0.00005075448,0.00007574073,0.00001904982,0.00003478577,0.00003418939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000228625,0.0001806797,0.01774589,0.000166772,0.0000872415,0.001073452,0.001364506,0.05942931,0.453866,0.4260682,0.002695535,0.03709371],"study_design_scores_gemma":[0.0001931936,0.0003646275,0.07546365,0.00004568115,0.00004695944,0.0008313549,0.0003330366,0.6849489,0.04416409,0.1879984,0.005508767,0.0001012027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739559,0.0009483046,0.02070111,0.0002159381,0.00003056742,0.00002897562,0.00005890631,0.00007349139,0.003986928],"genre_scores_gemma":[0.9973772,0.0001907431,0.001954013,0.00001760185,0.00003244089,0.00001017473,0.00003641682,0.000004984607,0.0003763846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005818759,"threshold_uncertainty_score":0.001804352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083290558161472,"score_gpt":0.2676322853731335,"score_spread":0.2567993797915188,"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."}}