{"id":"W4401705387","doi":"10.1080/00295639.2024.2380628","title":"ARIANT Assessments for CANDU Analysis Using RD-14M Experiments","year":2024,"lang":"en","type":"article","venue":"Nuclear Science and Engineering","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories","funders":"","keywords":"Nuclear engineering; Nuclear physics; Computer science; Materials science; Physics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005899757,0.0009859148,0.0006912282,0.001260357,0.0008967121,0.00107412,0.002762812,0.0007834335,0.003990761],"category_scores_gemma":[0.00665396,0.0004115677,0.001124943,0.0007797431,0.0005861101,0.001609457,0.001125642,0.001373602,0.0009692675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002495626,"about_ca_system_score_gemma":0.00215588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01538843,"about_ca_topic_score_gemma":0.0179541,"domain_scores_codex":[0.9984033,0.0003351733,0.00007182331,0.0001874158,0.0008832316,0.0001191682],"domain_scores_gemma":[0.9946931,0.001285447,0.0003790769,0.001014806,0.002399151,0.0002283917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008424277,0.0002582924,0.0212449,0.0001327193,0.00005578671,0.0001880833,0.00009041589,0.9350094,0.01099555,0.004925936,0.003326326,0.02293002],"study_design_scores_gemma":[0.0000344426,0.0002762919,0.006466268,0.00002029797,0.00002387358,0.00004058802,0.00006619222,0.9767308,0.01261804,0.000602131,0.003079519,0.00004147393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7707803,0.0002388167,0.1738827,0.0003444802,0.0001415705,0.0004127716,0.005959099,0.008420813,0.03981944],"genre_scores_gemma":[0.9209746,0.0001114099,0.07254325,0.00006735339,0.0000171795,0.0002169213,0.002933272,0.0005114712,0.002624502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01538843,"threshold_uncertainty_score":0.03120124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127354419208076,"score_gpt":0.2760081384921889,"score_spread":0.2547345943001081,"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."}}