{"id":"W4412967352","doi":"10.1016/j.pnucene.2025.105910","title":"Numerical simulation and experimental validation of DLOFC transients in a high temperature helium loop embedded with AM geometry","year":2025,"lang":"en","type":"article","venue":"Progress in Nuclear Energy","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Nuclear Energy University Program; Office of Nuclear Energy","keywords":"Loop (graph theory); Helium; Computer simulation; Mechanics; Materials science; Geometry; Physics; Atomic physics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002540861,0.0002334439,0.000292257,0.0002884496,0.0004477836,0.0004026028,0.00062641,0.0008834566,0.002232244],"category_scores_gemma":[0.0008812383,0.000113835,0.0002106347,0.0002924186,0.0006880653,0.0003486285,0.0003337022,0.0003590766,0.0001691788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005153425,"about_ca_system_score_gemma":0.0003523069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004140809,"about_ca_topic_score_gemma":0.002060712,"domain_scores_codex":[0.9998845,0.00001556976,0.000004240919,0.00002125902,0.00004363158,0.00003074107],"domain_scores_gemma":[0.99954,0.0002207698,0.00005051749,0.0000594631,0.00009175862,0.00003751575],"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":[0.000664639,0.0001876546,0.004399586,0.0001408369,0.00001593415,0.0006468592,0.0003606594,0.8906123,0.08865744,0.007000015,0.000906794,0.006407233],"study_design_scores_gemma":[0.00002920688,0.0001370523,0.002031247,0.000009064771,0.000004693324,0.00004530622,0.00007061601,0.9754215,0.02131256,0.000347729,0.000577254,0.00001365057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824546,0.00005890902,0.008377276,0.0001474553,0.00002402649,0.00001580662,0.0002462402,0.0002188105,0.008456962],"genre_scores_gemma":[0.9979895,0.00001168164,0.001316542,0.000009086548,0.000001765157,0.000005979291,0.00005307849,0.00001405075,0.0005983044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004140809,"threshold_uncertainty_score":0.008233368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007273682455639954,"score_gpt":0.2526016790650893,"score_spread":0.2453279966094493,"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."}}