{"id":"W3206459939","doi":"10.1115/icone28-64703","title":"Implementation of Solar Salt as Fluid in ASYST4.1 and Validation for a Natural Circulation Loop","year":2021,"lang":"en","type":"article","venue":"","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Modular design; Nuclear engineering; Heat transfer; Coolant; Thermal hydraulics; Molten salt; Natural circulation; Thermal energy storage; Mechanical engineering; Environmental science; Process engineering; Engineering; Thermodynamics; Computer science; Physics","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":[0.00008959749,0.00006316748,0.00008712787,0.00006175024,0.000009354584,0.00001494273,0.00002433149,0.00003621323,0.00003769292],"category_scores_gemma":[0.00001974548,0.00007414471,0.00001991466,0.0001066239,0.000003737455,0.0001362108,0.00001048005,0.00004023132,0.000003194111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004516039,"about_ca_system_score_gemma":0.0000106952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002393368,"about_ca_topic_score_gemma":0.0000511778,"domain_scores_codex":[0.9995843,0.000009104139,0.0001655395,0.00008279693,0.00006443832,0.00009378682],"domain_scores_gemma":[0.9998222,0.00002874121,0.0000153946,0.00007864981,0.00003788665,0.0000171334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008066925,0.00001288793,0.002053612,0.0003408722,0.00004337032,0.000001808963,0.0005751081,0.141788,0.8383024,0.003087976,0.0001502694,0.01363567],"study_design_scores_gemma":[0.001031053,0.00002695438,0.07052799,0.00003425258,0.00001981847,0.00001314834,0.0003496249,0.397691,0.5289975,0.0005277313,0.0005816692,0.0001992577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813785,0.000130988,0.01780038,0.00004183802,0.0001366395,0.0001615698,0.000003209899,0.00008085836,0.0002660208],"genre_scores_gemma":[0.9968156,0.00001780744,0.003033699,0.00001203416,0.00002208945,0.000009867876,0.00004247765,0.00002279002,0.00002365231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3093049,"threshold_uncertainty_score":0.3023534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008091519264199327,"score_gpt":0.2473011162812375,"score_spread":0.2392095970170382,"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."}}