{"id":"W2337354094","doi":"10.1017/s0022377815000987","title":"The merits of ion cyclotron resonance heating schemes for sawtooth control in tokamak plasmas","year":2015,"lang":"en","type":"article","venue":"Journal of Plasma Physics","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Circulatory and Respiratory Health; European Commission; Research Councils UK","keywords":"Sawtooth wave; Tokamak; Physics; Plasma; Atomic physics; Dipole; Ion cyclotron resonance; Resonance (particle physics); Ion; Cyclotron; Nuclear magnetic resonance; Nuclear physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003442647,0.000175328,0.0001984942,0.00009276477,0.0001841061,0.0004650607,0.0001983424,0.0001893361,0.0007913483],"category_scores_gemma":[0.0007315871,0.0001531582,0.0001396433,0.00008519249,0.0003900269,0.0003625695,0.0001907719,0.0003373629,0.0001416447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002022021,"about_ca_system_score_gemma":0.0000908069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001352507,"about_ca_topic_score_gemma":0.0002257557,"domain_scores_codex":[0.9998038,0.00003225656,0.00001326783,0.00005024908,0.00006866139,0.00003185158],"domain_scores_gemma":[0.9994928,0.0002718491,0.00007587505,0.00007734536,0.00004802638,0.00003415611],"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":[0.0004044163,0.00001990512,0.0004887623,0.0001135115,0.000006471906,0.00003196612,0.000106307,0.001799763,0.9836126,0.001377785,0.00004830379,0.0119903],"study_design_scores_gemma":[0.00005595087,0.001087169,0.004279255,0.00001458337,0.00002820309,0.0001805754,0.00007624884,0.02941987,0.9600732,0.000678607,0.00407756,0.00002870493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491402,0.002639188,0.04070325,0.000224295,0.00008774753,0.00003455167,0.00004163048,0.0002048882,0.006924182],"genre_scores_gemma":[0.9926373,0.0002837712,0.006397314,0.0000166868,0.00002200548,0.00000923786,0.00001330983,0.00002828562,0.0005921733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007913483,"threshold_uncertainty_score":0.002647281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339536121391148,"score_gpt":0.2841505917040897,"score_spread":0.2607552304901782,"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."}}