{"id":"W4408568791","doi":"10.1088/1748-0221/20/03/c03027","title":"Design of hardware interfaces for the LHC Phase-2 CMS ECAL Barrel Safety System","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":"Large Hadron Collider; Barrel (horology); Computer science; Computer hardware; Phase (matter); Embedded system; Physics; Particle physics; Engineering; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003062284,0.00005925682,0.0001218944,0.00005024842,0.00008933678,0.00002500166,0.0001115665,0.00001361311,0.00003134817],"category_scores_gemma":[0.000005143096,0.0000393988,0.00005545942,0.00009023849,0.00001890546,0.0001825329,0.00001028808,0.00006116429,0.000001518708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004156018,"about_ca_system_score_gemma":0.00008196444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004519845,"about_ca_topic_score_gemma":3.994003e-7,"domain_scores_codex":[0.9993677,0.00002851297,0.0003817248,0.00004390681,0.0001010633,0.00007707946],"domain_scores_gemma":[0.9994071,0.0001156453,0.0002980178,0.00005107007,0.0001112451,0.00001691271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003063379,0.0002594976,0.04692441,0.000244745,0.001152569,7.58548e-7,0.003582698,0.008995896,0.137435,0.006378288,0.002532879,0.7894298],"study_design_scores_gemma":[0.004981995,0.0003344337,0.006035122,0.0003851413,0.0001504425,0.000002756214,0.005326726,0.05104159,0.9297613,0.0003116186,0.001562055,0.0001068194],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6669601,0.00004971093,0.3321025,0.0001143285,0.0004269214,0.0001627774,0.000009739565,0.000002649264,0.0001713546],"genre_scores_gemma":[0.9978274,0.000007381659,0.0020085,0.00001194665,0.0000787803,0.000006299797,0.000003331976,0.00000320357,0.00005319857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7923263,"threshold_uncertainty_score":0.1606637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02052295422817805,"score_gpt":0.2968677890650729,"score_spread":0.2763448348368948,"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."}}