{"id":"W4408021701","doi":"10.1016/j.nucengdes.2025.113953","title":"Impact of hydrogen on iPWR containment Thermal-Hydraulics in severe accidents","year":2025,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Combustion and Detonation Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nuclear Laboratories","funders":"Atomic Energy of Canada Limited","keywords":"Thermal hydraulics; Containment (computer programming); Hydraulics; Nuclear engineering; Environmental science; Materials science; Forensic engineering; Engineering; Waste management; Heat transfer; Mechanics; Physics; Computer science; Aerospace engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0008684798,0.0003402835,0.0005775911,0.0005957749,0.001420735,0.001387593,0.0005080575,0.001077892,0.00701336],"category_scores_gemma":[0.002332246,0.0001788597,0.0004378604,0.0003679829,0.0008253327,0.000846358,0.001029003,0.0005250848,0.0006154522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065085,"about_ca_system_score_gemma":0.0009104077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009739773,"about_ca_topic_score_gemma":0.008933812,"domain_scores_codex":[0.9992321,0.0001921082,0.00002740374,0.00005375369,0.0001982967,0.0002964132],"domain_scores_gemma":[0.9984758,0.0007819644,0.0001194818,0.0000762009,0.0004062454,0.0001402349],"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":[0.02390008,0.001242153,0.191193,0.0006092592,0.0004855067,0.01360647,0.001655404,0.5504449,0.1023628,0.01404924,0.005204648,0.09524649],"study_design_scores_gemma":[0.000470459,0.01310434,0.453927,0.0002489957,0.0007214424,0.00224741,0.01479403,0.2800064,0.210302,0.009122282,0.01478649,0.0002692141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841687,0.000128471,0.001373694,0.0001686759,0.00004195976,0.0000318061,0.0001951581,0.00006612324,0.01382547],"genre_scores_gemma":[0.998628,0.0000487489,0.0001037722,0.00001577415,0.000006012769,0.000003709117,0.00006075103,0.000008465699,0.001124711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009739773,"threshold_uncertainty_score":0.023462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008709919961951345,"score_gpt":0.2271554947064281,"score_spread":0.2184455747444768,"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."}}