{"id":"W6944333319","doi":"10.18429/jacow-ibic2023-mop037","title":"Tune Feedback at the Canadian Light Source","year":2023,"lang":"en","type":"article","venue":"JACOW","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Chicken Farmers of Saskatchewan (Canada)","funders":"","keywords":"Betatron; Measure (data warehouse); Function (biology); Control theory (sociology); Control system; Feedback control; Constant (computer programming)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005303553,0.0005416818,0.0003508178,0.001112709,0.00255715,0.0008769179,0.001183646,0.000631591,0.009395017],"category_scores_gemma":[0.001146055,0.0003416738,0.0002722685,0.0007236548,0.0006750289,0.0005094153,0.001152479,0.0008631266,0.001580245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01036517,"about_ca_system_score_gemma":0.009061526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4696081,"about_ca_topic_score_gemma":0.6199169,"domain_scores_codex":[0.9984539,0.00003556038,0.00001691485,0.0001445734,0.001159539,0.0001895509],"domain_scores_gemma":[0.9987426,0.00007214049,0.00007262445,0.0000714292,0.0008293712,0.0002118158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007321303,0.0001302124,0.007735356,0.0001505124,0.00002947698,0.0004630818,0.0007122142,0.003310289,0.8762065,0.004189811,0.02267546,0.08366504],"study_design_scores_gemma":[0.0001562341,0.0003901273,0.02535056,0.00005220318,0.00006387765,0.0004630212,0.0002885846,0.01283407,0.855213,0.0004891169,0.104425,0.000274234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7414208,0.001153757,0.07953365,0.002527537,0.000531972,0.0008999679,0.005517637,0.02497379,0.1434408],"genre_scores_gemma":[0.8832439,0.000357503,0.04342307,0.000582681,0.00005535934,0.0002518482,0.001407511,0.0009361858,0.06974192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5303919,"threshold_uncertainty_score":0.9337494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00920384867284275,"score_gpt":0.1909429456509454,"score_spread":0.1817390969781027,"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."}}