{"id":"W3129461306","doi":"10.15392/bjrs.v8i3b.697","title":"CHF prediction in rod bundles using round tube data","year":2021,"lang":"en","type":"article","venue":"Brazilian Journal of Radiation Sciences","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Comissão Nacional de Energia Nuclear; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Boiling; Critical heat flux; Tube (container); Work (physics); Bundle; Nucleate boiling; Materials science; Mechanics; Table (database); Heat flux; Nuclear engineering; Heat transfer; Thermodynamics; Physics; Computer science; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071874,0.000463559,0.0004752908,0.0009524091,0.0002826858,0.0002743461,0.0005159265,0.000382367,0.001189428],"category_scores_gemma":[0.001771778,0.0001883812,0.0003513532,0.0006232511,0.0002037523,0.0004627383,0.0002562501,0.0002911685,0.0005178028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003829019,"about_ca_system_score_gemma":0.0003179068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004892365,"about_ca_topic_score_gemma":0.004351122,"domain_scores_codex":[0.9997287,0.00004134182,0.00001862343,0.00006927236,0.0001073288,0.00003463358],"domain_scores_gemma":[0.9992118,0.0004048583,0.00009459542,0.00009261064,0.000169604,0.00002647905],"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":[0.0007833837,0.00009862742,0.05076644,0.0002948934,0.00003651714,0.0005884546,0.0004125027,0.65323,0.2390442,0.002316488,0.001013443,0.05141511],"study_design_scores_gemma":[0.00001284649,0.0001889701,0.01960118,0.00001328972,0.00001128839,0.00005191779,0.00005144616,0.8934478,0.08541106,0.000239341,0.0009469398,0.000023861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8924536,0.000217863,0.102831,0.0000219,0.00002079897,0.00006124957,0.001181218,0.001306838,0.001905552],"genre_scores_gemma":[0.9830215,0.00009364717,0.01563018,0.000002768948,0.000003991821,0.00004472386,0.0005685074,0.00009869591,0.0005360278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004892365,"threshold_uncertainty_score":0.009727776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06326447496127353,"score_gpt":0.3087307766173095,"score_spread":0.2454663016560359,"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."}}