{"id":"W7163663974","doi":"10.13182/t130-34921","title":"Study of Microchannel Two-Phase Flow CFD Modeling for PCSG TH Performance Analysis","year":2021,"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":"Microchannel; Computational fluid dynamics; Flow (mathematics); Fluid dynamics; 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":[0.000183861,0.0003964858,0.0004370652,0.0003065495,0.0003421926,0.0005563555,0.0005121354,0.000552692,0.001481664],"category_scores_gemma":[0.0005608032,0.000175214,0.000397123,0.0002996295,0.0003427217,0.0004607039,0.0002604336,0.0003406569,0.0002172041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006154326,"about_ca_system_score_gemma":0.0008612822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009031983,"about_ca_topic_score_gemma":0.004158579,"domain_scores_codex":[0.9998876,0.00002402794,0.000002676996,0.00002176635,0.00004397829,0.00001996189],"domain_scores_gemma":[0.9996711,0.0001991305,0.00001843585,0.00002757284,0.00007068058,0.00001311055],"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":[0.0001041408,0.00008821939,0.001769711,0.00009140933,0.00001655757,0.0001308955,0.00009243577,0.9408604,0.0381259,0.003885106,0.0005986431,0.01423655],"study_design_scores_gemma":[0.000002233573,0.00002127536,0.0002846082,0.000001981986,0.000001923428,0.000009680154,0.000007443325,0.9935449,0.005742058,0.00009300054,0.0002870022,0.000003800127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7997658,0.0009578671,0.1753344,0.0002596789,0.00007004879,0.0000971617,0.0003090086,0.0009246048,0.02228143],"genre_scores_gemma":[0.9892441,0.0001713834,0.007751699,0.00001316517,0.00001210585,0.00002257552,0.00006285133,0.00005184333,0.002670212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009031983,"threshold_uncertainty_score":0.01795882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02404708898417219,"score_gpt":0.279480890178203,"score_spread":0.2554338011940309,"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."}}