{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008726947,0.00008244133,0.00006800314,0.00004988421,0.0001910819,0.00004681675,0.0001327153,0.00004744339,0.0001933045],"category_scores_gemma":[0.000009536931,0.00006285105,0.00003504969,0.0003574894,0.00002015815,0.00004540172,0.00002045233,0.0001034182,0.00260811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001675664,"about_ca_system_score_gemma":0.0000265892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00812659,"about_ca_topic_score_gemma":0.3280374,"domain_scores_codex":[0.9993259,0.000009450884,0.00007927938,0.00009049892,0.00009220609,0.0004026782],"domain_scores_gemma":[0.9996091,0.00001969684,0.000006890051,0.0002024423,0.0000100552,0.0001518791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003958752,0.000004459105,0.007666868,0.00001237702,0.00005745951,0.00003254589,0.0005786513,0.01851969,0.03012232,0.0003360899,0.9314671,0.01119843],"study_design_scores_gemma":[0.0001428554,0.0000100865,0.01785191,0.000003549101,0.000007500006,0.000004041206,0.00004466125,0.02834558,0.02765644,0.00005310397,0.9257383,0.0001419525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975846,0.0002156838,0.00001973195,0.00298348,0.0002832805,0.00008855965,0.000006890946,0.0003688219,0.02018754],"genre_scores_gemma":[0.9933425,0.00002291351,0.000006024276,0.0002449436,0.0001318949,0.00001601716,0.000007091158,0.00002716035,0.006201458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3199108,"threshold_uncertainty_score":0.9984784,"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."}}