{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008827264,0.000304323,0.0003225496,0.0003156885,0.000273926,0.000024518,0.0005868241,0.0005304881,0.0001682866],"category_scores_gemma":[0.00001557387,0.0002938553,0.000236245,0.0002918354,0.0003047933,0.0001492251,0.000100324,0.0005984016,0.00001431421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003142359,"about_ca_system_score_gemma":0.0003460985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006795658,"about_ca_topic_score_gemma":0.0003651285,"domain_scores_codex":[0.998772,0.00004732824,0.0002557391,0.0002614715,0.0003317242,0.0003317319],"domain_scores_gemma":[0.9990332,0.00002456121,0.00002916824,0.0006751391,0.00007521626,0.0001627159],"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":[0.00003156388,0.000159561,0.0002717644,0.0006522913,0.0005309534,0.0001167364,0.0007303976,0.8971196,0.006378063,0.02847004,0.06533051,0.0002085416],"study_design_scores_gemma":[0.001114512,0.00004109205,0.0002977136,0.000985691,0.0004995054,0.0003710326,0.0002413512,0.5732656,0.002541239,0.0001790502,0.4193709,0.001092291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004131397,0.001709289,0.04020818,0.00020958,0.00184616,0.0004842254,0.0004983522,0.0004773857,0.9504355],"genre_scores_gemma":[0.9509648,0.000254502,0.002673221,0.00008801788,0.0006775091,0.00001823602,0.0002813361,0.0003464101,0.04469595],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9468334,"threshold_uncertainty_score":0.9999514,"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."}}