{"id":"W7163635968","doi":"10.13182/t130-39603","title":"Preliminary Analysis of Departure from Nucleate Boiling Ratio Considering Core Flow Asymmetry Using MARS-KS","year":2022,"lang":"","type":"article","venue":"Transactions of the American Nuclear Society","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Nucleate boiling; Boiling; Flow (mathematics); Asymmetry; Core (optical fiber); Flow boiling; Thermal hydraulics; Two-phase flow","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003924321,0.0002851659,0.0003026074,0.0004278579,0.0003733862,0.0004140717,0.0006004156,0.0003364062,0.002086345],"category_scores_gemma":[0.0008879424,0.0001480007,0.0004961672,0.0004988261,0.0002086066,0.0005002114,0.0002369473,0.0003443097,0.0002600614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002414063,"about_ca_system_score_gemma":0.0001408551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002508022,"about_ca_topic_score_gemma":0.002883385,"domain_scores_codex":[0.9998869,0.00002513268,0.000004059126,0.00002803501,0.00003295924,0.00002284109],"domain_scores_gemma":[0.9995769,0.00022196,0.00004084539,0.00005422092,0.00009014625,0.00001590293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002393878,0.0002138464,0.08903792,0.0004273772,0.0001955367,0.001170382,0.0004625895,0.4031463,0.4348857,0.008847819,0.001798903,0.05741967],"study_design_scores_gemma":[0.00001939053,0.0002057675,0.04563113,0.000008211295,0.00007337888,0.0001009706,0.0001345666,0.8476288,0.1044804,0.0005930715,0.001090643,0.000033761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777362,0.0001003616,0.01674143,0.00006498483,0.00001094216,0.00001287684,0.0003202191,0.0002968295,0.004716051],"genre_scores_gemma":[0.9977927,0.00002003432,0.001654606,0.000003345287,0.000002244412,0.000003949972,0.0001066823,0.0000372776,0.0003791606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002508022,"threshold_uncertainty_score":0.006979525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188331502042594,"score_gpt":0.2453890577726433,"score_spread":0.2235057427522174,"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."}}