{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001622707,0.0007264616,0.0004342998,0.001139437,0.001675522,0.004541494,0.001183468,0.00210324,0.4370821],"category_scores_gemma":[0.003115219,0.0004301196,0.0003886286,0.0009686581,0.0002364237,0.00100498,0.001055711,0.001626395,0.3568086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211309,"about_ca_system_score_gemma":0.002322291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007927734,"about_ca_topic_score_gemma":0.01495497,"domain_scores_codex":[0.9981192,0.0001090443,0.00004324018,0.0001114321,0.001458059,0.0001591023],"domain_scores_gemma":[0.9957384,0.0004371365,0.0001054324,0.000237592,0.002718272,0.000763174],"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":[0.00002707246,0.00003473655,0.00008464249,0.00002210568,8.097296e-7,0.00003581043,0.00001236376,0.00002187343,0.0002267098,0.0001738643,0.982973,0.01638693],"study_design_scores_gemma":[0.00001402512,0.00004058616,0.000523866,0.00002727223,0.000001903584,0.00005932034,0.00005580948,0.0001673805,0.0004782492,0.0001365399,0.9984896,0.000005331819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004177586,0.00122499,0.005609167,0.009585383,0.01952997,0.0008406772,0.01114021,0.006831788,0.9410602],"genre_scores_gemma":[0.004142528,0.000539901,0.001136645,0.001093019,0.001689364,0.0001978071,0.006706331,0.0008788725,0.9836156],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4370821,"threshold_uncertainty_score":0.8029341,"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."}}