{"id":"W6992845929","doi":"","title":"Modeling of the ViscoLine Annular Heat Exchanger","year":2010,"lang":"en","type":"other","venue":"UPCommons institutional repository (Universitat Politècnica de Catalunya)","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat exchanger; Pressure drop; Plate heat exchanger; Concentric tube heat exchanger; Shell and tube heat exchanger; Dynamic scraped surface heat exchanger; Plate fin heat exchanger; Heat transfer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002736656,0.0006675377,0.000750747,0.0004418631,0.0005886714,0.001887333,0.001867915,0.001950103,0.005063295],"category_scores_gemma":[0.0005347859,0.0004992145,0.0008749165,0.000387419,0.0007117921,0.0008385173,0.0008943263,0.0006594685,0.001249166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115215,"about_ca_system_score_gemma":0.001752076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01271907,"about_ca_topic_score_gemma":0.003488495,"domain_scores_codex":[0.9997278,0.00005170192,0.00001462244,0.00006773778,0.00008277535,0.00005529715],"domain_scores_gemma":[0.999826,0.00005029022,0.00003183799,0.00002256164,0.00004753352,0.00002182233],"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":[0.00003584414,0.00003187399,0.0006925087,0.00005334027,0.00001044717,0.00009829198,0.00006094021,0.9853791,0.004906047,0.006192155,0.0003003928,0.002239131],"study_design_scores_gemma":[0.000007395494,0.00002058907,0.0002429972,0.000006841273,0.000004972426,0.00002319218,0.00001196601,0.996632,0.0008998972,0.0004111175,0.001731868,0.000007083152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2686446,0.001566725,0.6183301,0.0006564332,0.0002515551,0.000460963,0.0021435,0.001887989,0.1060581],"genre_scores_gemma":[0.9211331,0.0008678719,0.02999332,0.00008558729,0.00004165093,0.0005513978,0.0007391653,0.0002114092,0.04637653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01271907,"threshold_uncertainty_score":0.02529007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008245310558964724,"score_gpt":0.1957768181170246,"score_spread":0.1875315075580599,"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."}}