{"id":"W1702044550","doi":"10.13182/fst05-a665","title":"Minimum B Field with Optimal Ellipticity and Idea for Improved Axial Confinement by Tuned ICRH Cycles","year":2005,"lang":"en","type":"article","venue":"Fusion Science & Technology","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Circulatory and Respiratory Health","keywords":"Flux tube; Plasma; Physics; BETA (programming language); Electron; Absorption (acoustics); Flux (metallurgy); Tube (container); Electron temperature; Field (mathematics); Magnetic confinement fusion; Plasma confinement; Atomic physics; Heat flux; Magnetic field; Magnetic flux; Computational physics; Optics; Mechanics; Materials science; Nuclear physics; Tokamak; Heat transfer; Quantum mechanics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003325469,0.0001497695,0.0001821775,0.0003067419,0.0003609938,0.00007867943,0.0004466597,0.00006936078,0.009569209],"category_scores_gemma":[0.00004684713,0.0001185489,0.00002715004,0.0005411593,0.000676549,0.00004578274,0.000352614,0.0001613276,0.000009916438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001066123,"about_ca_system_score_gemma":0.0001540111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001980557,"about_ca_topic_score_gemma":0.00006063524,"domain_scores_codex":[0.9985062,0.00000901002,0.000228887,0.000501206,0.0002581498,0.0004964794],"domain_scores_gemma":[0.9992179,0.00008961325,0.00008949815,0.0003173807,0.000174645,0.0001109383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006728886,0.00009599148,0.001059798,0.000005033492,0.000005457286,2.794472e-7,0.00003768343,0.000002292941,0.5428855,0.002901129,0.005131852,0.4478076],"study_design_scores_gemma":[0.002614336,0.001748683,0.0005430795,0.00002437654,0.00002174125,0.000003099599,0.001249137,0.02025543,0.6094344,0.0003678302,0.3633613,0.000376604],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9412392,0.00003882337,0.02374779,0.02540183,0.00005736945,0.0009187469,0.00002898051,0.00006905007,0.008498255],"genre_scores_gemma":[0.9890618,0.000008352756,0.007436072,0.0002025673,0.00006721778,0.0001601315,0.000007394453,0.000007333462,0.003049137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4474311,"threshold_uncertainty_score":0.9913362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007494118871551735,"score_gpt":0.268286735059911,"score_spread":0.2607926161883593,"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."}}