{"id":"W2336142996","doi":"10.4236/wjnst.2016.62011","title":"Simulations of High-Current Plasma Beam by Continuum and Statistical Mechanical Models","year":2016,"lang":"en","type":"article","venue":"World Journal of Nuclear Science and Technology","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Magnetohydrodynamics; Plasma; Monte Carlo method; Statistical physics; Physics; Current (fluid); Mechanics; Beam (structure); Statistical mechanics; Continuum mechanics; Computational physics; Nuclear physics; Thermodynamics; Optics; Mathematics","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":[0.0001238715,0.00005128776,0.0001271668,0.0002492289,0.00005764588,0.00001458477,0.0001467566,0.00003159193,0.000007670133],"category_scores_gemma":[0.0001256231,0.00003674375,0.000007680974,0.0003214774,0.0004492076,0.0001237566,0.00005054366,0.0001043778,0.000001528519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001710846,"about_ca_system_score_gemma":0.00001952679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.321341e-7,"about_ca_topic_score_gemma":0.000005833819,"domain_scores_codex":[0.9994738,0.000002756295,0.0001933291,0.00008090688,0.0001284447,0.0001208003],"domain_scores_gemma":[0.9995373,0.0001402362,0.00005690708,0.00007522351,0.0001197752,0.00007052364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007931679,0.00008238864,0.0001105887,0.00001147971,0.00001845495,0.000003665605,0.00002755572,0.0005657707,0.2698581,0.5997398,0.005911282,0.123663],"study_design_scores_gemma":[0.002718949,0.0005620685,0.001554574,0.0003384315,0.0001128149,0.0002207356,0.0001126601,0.332707,0.09616945,0.4889397,0.07604817,0.0005154309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990733,0.00009663717,0.006968186,0.001971066,0.00007215631,0.00003851932,0.00004893892,0.00002344033,0.00004808853],"genre_scores_gemma":[0.9964129,0.0002997364,0.003260778,0.00000814873,0.000008864045,5.864966e-7,1.378653e-7,0.000005375724,0.000003487671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3321413,"threshold_uncertainty_score":0.1655124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007261912388286437,"score_gpt":0.2187435165902449,"score_spread":0.2114816042019585,"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."}}