{"id":"W2055318914","doi":"10.1063/1.873950","title":"Zonal flow generation by parametric instability in magnetized plasmas and geostrophic fluids","year":2000,"lang":"en","type":"article","venue":"Physics of Plasmas","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Physics; Instability; Plasma; Zonal flow (plasma); Geostrophic wind; Two-stream instability; Atomic physics; Mechanics; Tokamak; Nuclear physics","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":[0.0001076104,0.0002016592,0.0001488202,0.0004205814,0.000359966,0.0005835929,0.0001925986,0.0002067167,0.0003466341],"category_scores_gemma":[0.0004413754,0.0001572207,0.0001476353,0.0001886747,0.0007605851,0.0004028188,0.0005926156,0.0001825308,0.00006057551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003238521,"about_ca_system_score_gemma":0.0001796888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008991328,"about_ca_topic_score_gemma":0.0004604961,"domain_scores_codex":[0.9999228,0.00002116803,0.000002923449,0.00001150855,0.000023921,0.00001768363],"domain_scores_gemma":[0.9998498,0.00004166281,0.00005474973,0.0000100465,0.0000220974,0.00002169759],"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":[0.0007168964,0.0001269138,0.02575314,0.0001829005,0.0001038045,0.00169807,0.001817791,0.09181459,0.642598,0.1927877,0.00155817,0.04084211],"study_design_scores_gemma":[0.0001542464,0.0002983806,0.02659259,0.0000143983,0.00004140635,0.0009243554,0.0003273137,0.8646748,0.06835898,0.03481243,0.003700868,0.0001002533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986977,0.0003331603,0.009968684,0.0001171988,0.00001642494,0.000009645168,0.00001648534,0.00007766303,0.002483597],"genre_scores_gemma":[0.9982937,0.0001013725,0.001197702,0.000006129599,0.00001501723,0.000006619744,0.00001182172,0.000004988284,0.0003625798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008991328,"threshold_uncertainty_score":0.002349675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325418709473312,"score_gpt":0.2355465873182106,"score_spread":0.2222924002234775,"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."}}