{"id":"W4402327122","doi":"10.1016/j.csite.2024.105091","title":"Numerical heat transfer analysis of steam injection into subcooled water","year":2024,"lang":"en","type":"article","venue":"Case Studies in Thermal Engineering","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Universiti Kebangsaan Malaysia","keywords":"Subcooling; Thermodynamics; Materials science; Superheated steam; Mechanics; Heat transfer; Nuclear engineering; Environmental science; Boiler (water heating); 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":[0.000233213,0.0003125824,0.0005584035,0.0007886418,0.00002793002,0.00002133638,0.0001182643,0.0001116322,0.00004322595],"category_scores_gemma":[0.00001880229,0.000272831,0.0002177667,0.001160117,0.00004321785,0.0001755432,0.00004388664,0.0003566484,0.0000189728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002666612,"about_ca_system_score_gemma":0.000004891041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003205301,"about_ca_topic_score_gemma":0.00001593795,"domain_scores_codex":[0.9987382,0.00001694829,0.0004405037,0.000254545,0.0001536171,0.0003962012],"domain_scores_gemma":[0.9995415,0.00009622523,0.000002932534,0.0002619264,0.00003144507,0.00006603646],"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":[0.00001014584,0.00001268512,0.00002383979,0.000652762,0.001928339,0.001094292,0.005157746,0.9258828,0.06397154,0.00007305736,0.0000121277,0.001180656],"study_design_scores_gemma":[0.0001679735,0.00005164189,0.0001527206,0.0001317682,0.0004198474,0.0002409208,0.0002937982,0.9680459,0.02971606,0.000004762975,0.0004251803,0.0003493622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981905,0.00476713,0.01100244,0.00001246297,0.001094031,0.0001337604,0.000005732727,0.0008135733,0.0002658063],"genre_scores_gemma":[0.9993585,0.0001168222,0.0002336883,0.000005896072,0.0001137076,0.00003752557,0.000006289399,0.0001157389,0.00001181609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04216316,"threshold_uncertainty_score":0.9999724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01099303650186894,"score_gpt":0.2441006044021676,"score_spread":0.2331075679002986,"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."}}