{"id":"W6980514263","doi":"","title":"CFD investigation of a unit cell inside a Plate Heat Exchanger","year":2023,"lang":"en","type":"other","venue":"Lund University Publications Student Papers (Lund University)","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Heat exchanger; Fluent; Heat transfer; Unit (ring theory); Plate heat exchanger; Flow (mathematics)","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":[0.0002434695,0.0002493804,0.0003911005,0.0004414387,0.0005391601,0.0007872629,0.0004159204,0.0006979686,0.003398817],"category_scores_gemma":[0.0005057693,0.0001753338,0.0003546092,0.0003417349,0.0006290615,0.0003336052,0.00028644,0.0003722677,0.0005390361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005367911,"about_ca_system_score_gemma":0.0007282489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005034611,"about_ca_topic_score_gemma":0.00224806,"domain_scores_codex":[0.9998318,0.00002505811,0.000007967487,0.00003265439,0.00007694482,0.00002546],"domain_scores_gemma":[0.9997745,0.00009512885,0.00001434107,0.00002900643,0.00006569781,0.00002137813],"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":[0.0005354669,0.0002611471,0.01065501,0.0003996747,0.00003775568,0.002673002,0.0004901314,0.6619508,0.2721472,0.01126629,0.003019156,0.03656448],"study_design_scores_gemma":[0.00003016919,0.0001804687,0.00679717,0.00002672241,0.00001610087,0.0003854831,0.0001424538,0.9038059,0.08267978,0.0009286201,0.004967725,0.00003938176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9151983,0.0008254055,0.0540417,0.0003568706,0.0001633795,0.0001500482,0.0009827472,0.000627473,0.02765406],"genre_scores_gemma":[0.9759588,0.0003324127,0.01759928,0.00002639201,0.00001731692,0.00003269189,0.0002864779,0.00003032909,0.00571621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005034611,"threshold_uncertainty_score":0.01137012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02508327775466169,"score_gpt":0.2612338423878165,"score_spread":0.2361505646331548,"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."}}