{"id":"W3139049737","doi":"10.1016/j.nucengdes.2021.111136","title":"Ageing and air leakage assessment of a nuclear reactor containment mock-up: VERCORS 2nd benchmark","year":2021,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Électricité de France","keywords":"Containment (computer programming); Leak; Creep; Nuclear engineering; Environmental science; Cracking; Structural engineering; Containment building; Forensic engineering; Engineering; Computer science; Materials science; Composite material; Accident management","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":[0.0002128809,0.0001875088,0.0002831126,0.00006203503,0.0000473053,0.00004269047,0.00006430185,0.00009520032,0.000154448],"category_scores_gemma":[0.00006673684,0.0002021492,0.00005305051,0.0001122,0.00002909503,0.000100894,0.0000673241,0.0002060528,0.000002723174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006016781,"about_ca_system_score_gemma":0.00001621541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001231332,"about_ca_topic_score_gemma":0.00000116667,"domain_scores_codex":[0.9991126,0.00003368888,0.0002386616,0.0002398167,0.000158255,0.0002169566],"domain_scores_gemma":[0.9994141,0.0001370849,0.00002548709,0.0002382141,0.00003548862,0.0001496067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003776472,0.00003621453,0.0003286996,0.0006056726,0.00009715217,0.0001136484,0.001399811,0.02681879,0.960144,0.001950395,0.001119911,0.007347876],"study_design_scores_gemma":[0.001552004,0.0002575996,0.05277737,0.0003349068,0.0001025426,0.00008181885,0.001171215,0.9127188,0.01047965,0.00007818952,0.0196637,0.0007821965],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940709,0.0005300826,0.003526589,0.00005099722,0.0002806788,0.0001543887,0.000008081307,0.0002862132,0.001092061],"genre_scores_gemma":[0.994495,0.0002497896,0.005095483,0.0000410544,0.00002648758,0.000003897971,0.000002871394,0.0000533085,0.00003210138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9496644,"threshold_uncertainty_score":0.8243406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043205144851474,"score_gpt":0.2044750316238225,"score_spread":0.1940429801753077,"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."}}