{"id":"W4389140198","doi":"10.5772/intechopen.112367","title":"Heat Transfer and Hydraulic Resistance in Nuclear Fuel Rods","year":2023,"lang":"en","type":"book-chapter","venue":"IntechOpen eBooks","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories","funders":"","keywords":"Thermal hydraulics; Nuclear engineering; Boiling; Nuclear reactor; Critical heat flux; Nuclear fuel; Heat transfer; Hydraulics; Hydraulic resistance; Engineering; Environmental science; Materials science; Mechanics; Thermodynamics; Physics; Heat transfer coefficient; Aerospace 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001787683,0.0005605642,0.0005880483,0.0003772693,0.00003251848,0.00009007005,0.0004404584,0.0005641991,0.0001395344],"category_scores_gemma":[0.00001096661,0.0006588386,0.0001240624,0.00003979774,0.0001055921,0.00007708971,0.0001214325,0.001111581,0.0006192276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889362,"about_ca_system_score_gemma":0.00001596462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001865065,"about_ca_topic_score_gemma":0.0005598016,"domain_scores_codex":[0.9983993,0.00001054827,0.0004673841,0.0004610994,0.0002363071,0.0004253931],"domain_scores_gemma":[0.9991658,0.00005999295,0.000008518576,0.0006032232,0.00002449811,0.0001379253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006853717,0.00007363948,0.000008360016,0.009460061,0.002221713,0.004520578,0.01581831,0.01754822,0.05570393,0.7393046,0.04386787,0.1107874],"study_design_scores_gemma":[0.0005233063,0.000039109,0.00004777021,0.00133984,0.00004556634,0.00002310235,0.00001956243,0.002197769,0.0003659443,0.008768073,0.9855841,0.001045896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001289694,0.0006324532,0.0001269955,0.00007707351,0.0005265294,0.0004728015,0.00003409623,0.001441928,0.9953984],"genre_scores_gemma":[0.3940203,0.001137092,0.0007238847,0.0003280437,0.0003350217,0.00006358882,0.00002189738,0.00197239,0.6013978],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9417162,"threshold_uncertainty_score":0.9995863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248645091737918,"score_gpt":0.1919025421555768,"score_spread":0.1794160912381977,"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."}}