{"id":"W2044786663","doi":"10.1115/icone20-power2012-54630","title":"Comparison of Existing Supercritical Carbon Dioxide Heat Transfer Correlations for Horizontal and Vertical Bare Tubes","year":2012,"lang":"en","type":"article","venue":"Volume 5: Fusion Engineering; Student Paper Competition; Design Basis and Beyond Design Basis Events; Simple and Combined Cycles","topic":"Heat transfer and supercritical fluids","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Supercritical fluid; Carbon dioxide; Supercritical carbon dioxide; Heat transfer; Heat exchanger; Thermodynamics; Heat transfer coefficient; Materials science; Scaling; Mechanics; Chemistry; Mathematics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000439908,0.0004858095,0.0007847545,0.0001905355,0.0002830956,0.00006946513,0.0001360171,0.0002337964,0.00008445902],"category_scores_gemma":[0.00008616674,0.0004804345,0.0001443164,0.0001989926,0.0001200268,0.000362869,0.00005567276,0.0002679986,0.000001662567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005504011,"about_ca_system_score_gemma":0.00001892208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000260103,"about_ca_topic_score_gemma":0.000006106735,"domain_scores_codex":[0.9975765,0.0001438754,0.0007713675,0.0004041598,0.0004063345,0.0006977702],"domain_scores_gemma":[0.9981967,0.0009848638,8.375509e-7,0.0002110581,0.0001075469,0.0004990089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002491408,0.001113282,0.1395682,0.0008366613,0.000341826,0.000006561062,0.001988405,0.002139556,0.8164953,0.03586142,0.0001986046,0.001201019],"study_design_scores_gemma":[0.007724055,0.003143901,0.4311245,0.0006685083,0.001435824,0.0001082577,0.003132565,0.3420965,0.2060121,0.0007953317,0.001025855,0.002732547],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7194719,0.001726195,0.2776232,0.0001264498,0.0001710803,0.0005825452,0.00006289044,0.000151877,0.00008382398],"genre_scores_gemma":[0.9968848,0.0004456265,0.002164164,0.00006437914,0.0001021634,0.0001933328,0.00006355717,0.00007927985,0.000002718629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6104832,"threshold_uncertainty_score":0.9997647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02961772485302393,"score_gpt":0.2699787084416055,"score_spread":0.2403609835885815,"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."}}