{"id":"W7163649418","doi":"10.13182/t130-33377","title":"Preliminary Analysis of PCM Condenser Performance using CFD","year":2020,"lang":"","type":"article","venue":"Transactions of the American Nuclear Society","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Condenser (optics); Computational fluid dynamics; Heat transfer; Coolant","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":[0.0003610415,0.0003900413,0.0006674668,0.0004468439,0.000755515,0.0005769806,0.0005457872,0.0005098527,0.007012327],"category_scores_gemma":[0.0009809915,0.0001707806,0.0004169565,0.0004400692,0.0003224454,0.0006701933,0.0002891019,0.0004006651,0.001136956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008096734,"about_ca_system_score_gemma":0.0004956215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008505817,"about_ca_topic_score_gemma":0.005702789,"domain_scores_codex":[0.9997798,0.000025341,0.000008754891,0.00003021148,0.0001167333,0.0000392659],"domain_scores_gemma":[0.9994466,0.0002815402,0.00001715321,0.00005448394,0.000178498,0.00002172859],"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":[0.002818943,0.0005310471,0.01454147,0.0004888842,0.00005891709,0.0004325919,0.0003492906,0.2824678,0.6130453,0.002385836,0.004778708,0.07810131],"study_design_scores_gemma":[0.00008860707,0.0008900703,0.02266845,0.00001476125,0.00002362484,0.00006675604,0.0001289886,0.5098088,0.4615073,0.0003989511,0.004357371,0.00004621569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390116,0.0004169127,0.03767234,0.0002389891,0.00005684116,0.0001330616,0.001986738,0.00157028,0.01891328],"genre_scores_gemma":[0.9932066,0.00007881833,0.003466287,0.00001377573,0.0000095812,0.00002087393,0.0003895122,0.0000754146,0.002739219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008505817,"threshold_uncertainty_score":0.0234586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04701829989543474,"score_gpt":0.2774066132465662,"score_spread":0.2303883133511314,"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."}}