{"id":"W4416210844","doi":"10.1088/1748-0221/20/11/p11008","title":"The CMS Phase-2 Fast Beam Condition Monitor prototype test with beam","year":2025,"lang":"en","type":"article","venue":"Journal of Instrumentation","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Application-specific integrated circuit; Firmware; Detector; Chip; Luminosity; Beam (structure); Large Hadron Collider; Channel (broadcasting)","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":[0.001524084,0.0007158274,0.0005559392,0.0005342102,0.0003616731,0.0006013973,0.001558719,0.00174488,0.004451033],"category_scores_gemma":[0.001338049,0.0003301279,0.0004820951,0.0004047306,0.0003121105,0.0006371967,0.0005948696,0.0005596061,0.0009523877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007515544,"about_ca_system_score_gemma":0.000611294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000949688,"about_ca_topic_score_gemma":0.0008869658,"domain_scores_codex":[0.9988328,0.0001974487,0.00004869105,0.0002079523,0.0005658491,0.0001472654],"domain_scores_gemma":[0.9986663,0.0002704023,0.0001636823,0.0002846224,0.000479802,0.0001352691],"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":[0.004253222,0.0008086424,0.01560702,0.0003734675,0.0001820873,0.00114741,0.0004943062,0.008938568,0.9250383,0.001167505,0.006267065,0.03572244],"study_design_scores_gemma":[0.0005158053,0.0130696,0.02272631,0.00003035082,0.0001030785,0.0006552712,0.000119357,0.0165833,0.9321205,0.0001431489,0.01385853,0.00007475312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547837,0.0003370329,0.03507876,0.0002753346,0.000254408,0.0005649899,0.001753616,0.003040105,0.003912043],"genre_scores_gemma":[0.9745137,0.00008122991,0.01902387,0.000271858,0.00002386126,0.0003492054,0.0009875795,0.000177121,0.004571721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004451033,"threshold_uncertainty_score":0.01489019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00709140198712754,"score_gpt":0.2781142972145417,"score_spread":0.2710228952274141,"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."}}