{"id":"W2557276681","doi":"10.18429/jacow-srf2015-tupb114","title":"Transient Study of Beam Loading and Feed-Forward LLRF Control of ARIEL Superconducting RF e-LINAC","year":2015,"lang":"en","type":"article","venue":"JACOW","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Linear particle accelerator; Transient (computer programming); Superconducting Super Collider; Beam (structure); Physics; Nuclear engineering; Particle accelerator; Electrical engineering; Engineering; Optics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003407628,0.0002497654,0.000415748,0.0002805946,0.0003230405,0.0004262894,0.0005290612,0.0004648294,0.001917045],"category_scores_gemma":[0.001204006,0.0001423702,0.0002020117,0.0001951833,0.0003343745,0.0003793996,0.0002458352,0.0004173478,0.0002466556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005353979,"about_ca_system_score_gemma":0.0002480345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002767137,"about_ca_topic_score_gemma":0.001776217,"domain_scores_codex":[0.9996672,0.00003375406,0.0000109391,0.00006359908,0.0001206017,0.0001039075],"domain_scores_gemma":[0.9989844,0.0004506452,0.0001126658,0.0001019152,0.0002665658,0.0000838174],"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":[0.002190355,0.0001992525,0.006314452,0.0001990322,0.00004710082,0.0004805278,0.0005378432,0.02067524,0.9531794,0.0005505992,0.0008797469,0.01474631],"study_design_scores_gemma":[0.00008630744,0.00173414,0.03602867,0.00003177975,0.00005576813,0.0001871485,0.0002857201,0.2527968,0.7064392,0.000152441,0.002134628,0.00006742097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941694,0.0001376689,0.00391594,0.00004521578,0.00001563713,0.00001604263,0.00009171424,0.0003139968,0.001294413],"genre_scores_gemma":[0.9992464,0.00001533459,0.000357111,0.00000926085,0.000001703046,0.000006629878,0.00004024503,0.00001795011,0.0003054709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002767137,"threshold_uncertainty_score":0.006413102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02397116977232659,"score_gpt":0.2369131850941685,"score_spread":0.212942015321842,"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."}}