{"id":"W1516026805","doi":"10.1071/ph98111","title":"Hybrid model for drift waves in fully three-dimensional plasmas: Theory and applications.","year":2000,"lang":"en","type":"article","venue":"Australian Journal of Physics","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physics; Stellarator; Toroid; Plasma; Magnetic field; Gyrokinetics; Population; Classical mechanics; Plasma modeling; Toroidal and poloidal; Mechanics; Computational physics; Maxwell's equations; Tokamak; Quantum mechanics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002891085,0.0005766603,0.0005060155,0.0004780461,0.0004822934,0.001106784,0.001166877,0.00126668,0.002309195],"category_scores_gemma":[0.0005679912,0.0002790092,0.0006010701,0.0004238054,0.0008336409,0.001057756,0.001094908,0.0008169435,0.000601686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006132526,"about_ca_system_score_gemma":0.0006384514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003085591,"about_ca_topic_score_gemma":0.002074939,"domain_scores_codex":[0.999886,0.00003359339,0.000005168917,0.00001234604,0.00004720623,0.0000156948],"domain_scores_gemma":[0.9998523,0.00004728032,0.00002196373,0.00001472535,0.0000373398,0.00002644077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005026061,0.0000417161,0.00070093,0.00008205324,0.00004792408,0.0002321429,0.0001539407,0.7606859,0.005335497,0.2205228,0.002420028,0.009726767],"study_design_scores_gemma":[0.000005088646,0.000008372397,0.00005402423,0.000002754932,0.000002311454,0.00002203535,0.00001058669,0.9869243,0.0001146836,0.01162807,0.001223213,0.000004549641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04022373,0.001704427,0.9302987,0.0008060347,0.0002945701,0.00008748593,0.0002594814,0.0003156914,0.02600972],"genre_scores_gemma":[0.8251728,0.001728825,0.1344438,0.0004156897,0.000287118,0.0005396848,0.0003517761,0.0002043084,0.03685592],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003085591,"threshold_uncertainty_score":0.00772506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911258534456638,"score_gpt":0.2754085504364857,"score_spread":0.2562959650919193,"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."}}