{"id":"W3133001921","doi":"10.1051/epjconf/202124706031","title":"NEW REFERENCE APOLLO3® CALCULATION SCHEME FOR LIGHT WATER REACTORS – ANALYSIS OF THE BEAVRS BENCHMARK","year":2021,"lang":"en","type":"article","venue":"EPJ Web of Conferences","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Framatome","keywords":"Benchmark (surveying); Nuclear engineering; Rod; MOX fuel; Control rod; Solver; Light-water reactor; Computer science; Research reactor; Boiling water reactor; Neutron flux; Algorithm; Neutron; Mathematical optimization; Mechanical engineering; Mathematics; Physics; Uranium; Engineering; Nuclear physics; Geology","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":[0.00006114704,0.0001073206,0.00026399,0.00008421285,0.00002184041,0.00001935536,0.0001521331,0.00005921951,0.0001746756],"category_scores_gemma":[0.00001857274,0.0000724668,0.0001493743,0.0003656489,0.00001553281,0.00007607003,0.0000295375,0.00007410908,0.000001317348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001345743,"about_ca_system_score_gemma":0.0001017017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007363649,"about_ca_topic_score_gemma":0.00007641978,"domain_scores_codex":[0.9993498,0.000008566487,0.0002316806,0.0001148945,0.0001535032,0.0001414965],"domain_scores_gemma":[0.9995384,0.0000408792,0.00004366033,0.0002336218,0.0001027604,0.00004069682],"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":[0.000007739786,0.00002293439,0.007259489,0.0001394297,0.001226026,4.219346e-7,0.0005155231,0.008444537,0.9439421,0.03302351,0.0009979043,0.004420342],"study_design_scores_gemma":[0.0003536009,0.00003347608,0.03685907,0.0001255446,0.0006624021,4.969357e-7,0.0001742602,0.1179547,0.7240543,0.0009179221,0.1184975,0.0003667444],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707249,0.0001643859,0.002648389,0.0001372958,0.0003594156,0.000107816,0.00003784404,0.00005048804,0.02576944],"genre_scores_gemma":[0.9991217,0.00002905917,0.0005932688,0.000003646735,0.00003940592,0.000003162113,0.00004979813,0.0000122176,0.0001477743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2198878,"threshold_uncertainty_score":0.295511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425488467082098,"score_gpt":0.2161146493356687,"score_spread":0.2018597646648477,"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."}}