{"id":"W4403072546","doi":"10.3390/en17194936","title":"CFD Simulations of a Loss of Heat Sink Experiment in the McMaster Nuclear Reactor","year":2024,"lang":"en","type":"article","venue":"Energies","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Bundesministerium für Bildung und Forschung; McMaster University","keywords":"Computational fluid dynamics; Nuclear engineering; Heat sink; Environmental science; Engineering; Mechanical engineering; 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":[0.000471628,0.000634558,0.0007750723,0.0004772047,0.001277201,0.001231308,0.0009159956,0.001565784,0.003262679],"category_scores_gemma":[0.001518029,0.0004019158,0.0006312335,0.0005704617,0.001250844,0.0006028917,0.0008241739,0.001146424,0.0003316781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002138564,"about_ca_system_score_gemma":0.002230783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06739023,"about_ca_topic_score_gemma":0.03860766,"domain_scores_codex":[0.9996779,0.0000410895,0.00001544664,0.00005307557,0.00008359473,0.0001289485],"domain_scores_gemma":[0.9990345,0.0005492146,0.00007132753,0.00005999785,0.000166421,0.0001185681],"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":[0.0005373728,0.0001559293,0.004535178,0.00007806713,0.00001802205,0.0004356958,0.0002333129,0.9773034,0.009820074,0.002432524,0.001563378,0.002886988],"study_design_scores_gemma":[0.0001020833,0.0001847402,0.003422064,0.000021155,0.00001764838,0.00003617271,0.0002000339,0.9879517,0.006135951,0.0005115119,0.001380523,0.00003647683],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965766,0.0002497444,0.00664853,0.0006794049,0.00009961792,0.0001173697,0.00149872,0.00030531,0.02463527],"genre_scores_gemma":[0.9935946,0.00008297249,0.002334965,0.0000560271,0.000006695671,0.00006125491,0.0004201762,0.0000502934,0.003392965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06739023,"threshold_uncertainty_score":0.133996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009792575718610808,"score_gpt":0.2199135846054766,"score_spread":0.2101210088868658,"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."}}