{"id":"W4368340833","doi":"10.2172/1972169","title":"MCNP® Site Support Newsletter First Quarter 2023","year":2023,"lang":"en","type":"report","venue":"","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Los Alamos National Laboratory; National Nuclear Security Administration; U.S. Department of Energy","keywords":"Benchmark (surveying); Computer science; Code (set theory); Quarter (Canadian coin); Programming language; Archaeology; Geology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002375241,0.0004801197,0.0008314633,0.0007322864,0.0002479776,0.0008214398,0.002334046,0.0005682269,0.002781271],"category_scores_gemma":[0.0006784413,0.0003933963,0.0007902122,0.001819126,0.0001091249,0.0004757678,0.001292407,0.0009589738,0.02559064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003426468,"about_ca_system_score_gemma":0.001370988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002591053,"about_ca_topic_score_gemma":0.001365171,"domain_scores_codex":[0.9933784,0.0001033145,0.0008578349,0.001534633,0.003145919,0.0009798838],"domain_scores_gemma":[0.9952412,0.000725074,0.0002144345,0.00259103,0.0008965588,0.0003317623],"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":[0.000001318663,0.00004734363,0.002100784,0.0001928749,0.0001377996,0.0002919414,0.0000907742,0.00001936277,0.00000371702,0.00006704478,0.9884594,0.008587652],"study_design_scores_gemma":[0.0001238982,0.00008388133,0.002335493,0.00007720905,0.00003728174,0.00004717795,0.00001104762,0.003600561,0.00002027567,0.0003719471,0.9927341,0.0005571184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004377522,0.0005250038,0.4444691,0.06637371,0.009806629,0.00156028,0.0002043989,0.005062288,0.4715609],"genre_scores_gemma":[0.003006537,0.003477508,0.01216285,0.003056541,0.003581773,0.0003405978,0.0007832561,0.0002060135,0.9733849],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5018241,"threshold_uncertainty_score":0.9998518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08141183429092612,"score_gpt":0.3524968970234773,"score_spread":0.2710850627325512,"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."}}