{"id":"W7162095659","doi":"10.13182/t140-47614","title":"Impact of Control Rod Neutron Absorber Depletion on Load-Following Capability in APR1400","year":2025,"lang":"","type":"article","venue":"Transactions of the American Nuclear Society","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Control rod; Neutron; Neutron temperature; Neutron poison; Neutron irradiation; Mockup","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005078549,0.0004622376,0.0009655635,0.00013269,0.0001409136,0.00002565197,0.0006432353,0.0001989108,0.0001295493],"category_scores_gemma":[0.00004387906,0.0004388393,0.002298129,0.001538712,0.0005014565,0.0001675275,0.00002171882,0.00103571,0.00001514242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001655641,"about_ca_system_score_gemma":0.0001812462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002370215,"about_ca_topic_score_gemma":0.0001002107,"domain_scores_codex":[0.9975906,0.0001914522,0.0008193392,0.0004189477,0.000422277,0.0005573825],"domain_scores_gemma":[0.9980767,0.0002666027,0.0002822795,0.001190001,0.00009162058,0.00009273631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002704187,0.0005088309,0.003049816,0.0002411233,0.001271079,5.768757e-7,0.002264142,0.9365411,0.05080958,0.00005192505,0.0002689131,0.004722489],"study_design_scores_gemma":[0.002433205,0.0005208605,0.7381834,0.0004817875,0.0005777036,0.000002204303,0.0009779193,0.2551301,0.0006943287,0.00004224436,0.0004491425,0.000507175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922609,0.0001268473,0.004905879,0.0004410751,0.0005443823,0.0005838734,0.00007847344,0.0001517898,0.0009067605],"genre_scores_gemma":[0.9987653,0.0001186405,0.0007739501,0.0001104569,0.00002687546,0.00001043209,7.501467e-7,0.0001298651,0.00006367867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7351335,"threshold_uncertainty_score":0.9998063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00443157100863507,"score_gpt":0.2311682608422453,"score_spread":0.2267366898336102,"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."}}