{"id":"W7051901940","doi":"","title":"Performance improvements under consideration for next energy code","year":2012,"lang":"en","type":"article","venue":"NPARC","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Code (set theory); Energy (signal processing); Field (mathematics); Efficient energy use; Noise (video)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009166327,0.00008363503,0.00007535069,0.00002015422,0.0001362708,0.0000306666,0.00005069895,0.00001854849,0.0005996511],"category_scores_gemma":[0.0000012561,0.00007804424,0.00002968306,0.00004432023,0.00001563485,0.0004103605,0.00001726671,0.00003304619,0.00004555446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001572766,"about_ca_system_score_gemma":0.00002647089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005615389,"about_ca_topic_score_gemma":0.000001377669,"domain_scores_codex":[0.9994217,0.000007176168,0.0001242845,0.0000885902,0.00007725591,0.0002810063],"domain_scores_gemma":[0.9997428,0.00002392577,0.00004526896,0.00009148949,0.00003237961,0.0000641252],"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":[0.00006892788,0.0001667409,0.3821637,0.00002534043,0.0001012759,4.304603e-8,0.0004961188,0.00005802142,0.3892131,0.0554282,0.005751153,0.1665274],"study_design_scores_gemma":[0.001643532,0.00009045435,0.06136334,0.00001724231,0.00003057285,6.093279e-7,0.0001591432,0.03170563,0.8413939,0.00600053,0.05715272,0.0004422761],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766152,0.00001080322,0.006323706,0.00006851007,0.0002673623,0.00009930305,0.00001030227,0.00002030369,0.01658452],"genre_scores_gemma":[0.9973383,0.0000025459,0.001163387,0.0001626329,0.0003557405,0.0000971574,0.00003457728,0.00001019937,0.0008354414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4521809,"threshold_uncertainty_score":0.6565759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061113923801392,"score_gpt":0.2556759862014634,"score_spread":0.2250648469634495,"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."}}