{"id":"W1964754293","doi":"10.1115/icone17-75601","title":"Heat Transfer Assessment of Calandria Tube Enhancement Design Options","year":2009,"lang":"en","type":"article","venue":"","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Loss-of-coolant accident; Nuclear engineering; Heat transfer; Coolant; Heat sink; Materials science; Heat exchanger; Decay heat; Tube (container); Environmental science; Mechanical engineering; Mechanics; Engineering; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001091636,0.0007126813,0.0003680119,0.0007890072,0.0003696737,0.0009130152,0.0009687122,0.0007302974,0.002905656],"category_scores_gemma":[0.002014816,0.0003058681,0.0004739831,0.0004294704,0.0004303936,0.0003718008,0.0003453643,0.0002578748,0.0003011752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002054862,"about_ca_system_score_gemma":0.0008626353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003768375,"about_ca_topic_score_gemma":0.005660421,"domain_scores_codex":[0.9994051,0.0001246927,0.00002415103,0.00007835074,0.0002513503,0.000116222],"domain_scores_gemma":[0.9991253,0.0002662649,0.0001667495,0.00009182855,0.0003086378,0.0000412202],"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":[0.002179586,0.0002912346,0.01489105,0.0006833239,0.00006646261,0.0006313854,0.0002792803,0.7863369,0.1293591,0.006871334,0.001514947,0.05689533],"study_design_scores_gemma":[0.0003203619,0.007176369,0.02306405,0.0001078882,0.0002773088,0.0004447963,0.0004753544,0.6561635,0.2926286,0.001424053,0.01777923,0.0001384778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714602,0.0003044666,0.01144238,0.00006315909,0.0000209571,0.0001524693,0.0002663297,0.0001481271,0.01614199],"genre_scores_gemma":[0.9913054,0.00008993149,0.006249029,0.000009277909,0.000002413237,0.00004502717,0.00009591872,0.00001627004,0.002186801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003768375,"threshold_uncertainty_score":0.01490909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371922460149187,"score_gpt":0.2303894669210103,"score_spread":0.2166702423195185,"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."}}