{"id":"W4405485895","doi":"10.2139/ssrn.5045757","title":"On the Effects of the Shape of the Heat Generation Profile Along the Average Channel of a Vver-1200's Most Energy-Intensive Fuel Assembly on the Subcooled Boiling Regime","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Subcooling; VVER; Boiling; Channel (broadcasting); Energy (signal processing); Nuclear engineering; Materials science; Mechanics; Environmental science; Physics; Thermodynamics; Engineering; Electrical engineering","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":[0.0001836336,0.0001504859,0.0001605862,0.0003041681,0.0003558736,0.0005104975,0.0002268028,0.0002417942,0.003588736],"category_scores_gemma":[0.001107032,0.0001266821,0.0002459536,0.0001869488,0.0003519209,0.0002408841,0.0002014483,0.0003557768,0.0003253359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004350632,"about_ca_system_score_gemma":0.0002703541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003992358,"about_ca_topic_score_gemma":0.004140579,"domain_scores_codex":[0.9999363,0.00001262097,0.000001342839,0.00001525098,0.00001074429,0.00002376466],"domain_scores_gemma":[0.9992836,0.0004542145,0.00005510489,0.00004025167,0.00009104048,0.00007573593],"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":[0.007447403,0.000391038,0.03108652,0.0002125847,0.00006267395,0.0007961681,0.0004883034,0.2515249,0.6689575,0.004789268,0.002553564,0.03168999],"study_design_scores_gemma":[0.00006674835,0.0008222579,0.1265679,0.00002886932,0.00007989523,0.0001717379,0.0003406715,0.6544098,0.2155447,0.0008063563,0.001102239,0.00005891768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913954,0.00009384712,0.002022977,0.0000759193,0.00001216556,0.000008180648,0.0002083134,0.0001381711,0.006045027],"genre_scores_gemma":[0.9992326,0.00002504338,0.0001779587,0.000005030811,0.000002424769,0.000001368411,0.00004887858,0.00002523296,0.000481513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003992358,"threshold_uncertainty_score":0.01200551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197221199314943,"score_gpt":0.2108905492402034,"score_spread":0.198918337247054,"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."}}