{"id":"W1969889942","doi":"10.1093/mnras/stt306","title":"Analytical description of field-line random walk in Goldreich–Sridhar turbulence","year":2013,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Solar and Space Plasma Dynamics","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Physics; Turbulence; Random walk; Statistical physics; Diffusion; Tensor (intrinsic definition); Limit (mathematics); Line (geometry); Field (mathematics); Magnetic field; Field line; Classical mechanics; Mathematical analysis; Mechanics; Quantum mechanics; Mathematics; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001766925,0.0001550788,0.0003466025,0.00001525795,0.00004520878,0.00002935994,0.0003660096,0.00008058087,0.000275782],"category_scores_gemma":[0.00002465327,0.0001136229,0.0004420679,0.00009846353,0.0001268102,0.0001282598,0.0001471755,0.0002873491,0.00001180528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004048918,"about_ca_system_score_gemma":0.00003263407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002931357,"about_ca_topic_score_gemma":0.00003523646,"domain_scores_codex":[0.9989088,0.00005919946,0.0004080879,0.0002033049,0.0001552575,0.0002653199],"domain_scores_gemma":[0.9992095,0.0002101359,0.0001920285,0.0002662726,0.00005335868,0.00006873522],"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":[0.00005795428,0.0001893904,0.429212,0.00001569215,0.00008167783,2.235989e-8,0.0002215481,0.5683548,0.0000587279,0.0001812305,0.0005898929,0.001036999],"study_design_scores_gemma":[0.0009322266,0.00004583929,0.1440113,0.00003167872,0.00004494549,2.199271e-9,0.0003559394,0.8535548,0.0007501799,0.0001467413,0.00002825577,0.00009806136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976803,0.00002523417,0.0006737346,0.0004971029,0.0001251656,0.0002600263,0.00003219239,0.000007310299,0.0006989203],"genre_scores_gemma":[0.9974942,1.002628e-7,0.002091801,0.00002154443,0.00008851364,0.00001471226,0.00001035383,0.00001008614,0.0002686931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2852007,"threshold_uncertainty_score":0.4633408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007314418111483855,"score_gpt":0.2037501729503865,"score_spread":0.1964357548389026,"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."}}