{"id":"W4407132517","doi":"10.11159/jffhmt.2025.004","title":"Experimental Validation of a Design Method for Small Scale Pillow Plate Heat Exchangers","year":2025,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat exchanger; Scale (ratio); Mechanical engineering; Materials science; Computer science; Engineering drawing; Engineering; Cartography; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002520835,0.0008392236,0.0004079111,0.0004158246,0.0004109248,0.0005662601,0.0008857437,0.0008318099,0.002771787],"category_scores_gemma":[0.003602605,0.0002945437,0.0004145046,0.0003642887,0.0007335288,0.0006495035,0.0005370007,0.0007573128,0.0005655206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004252578,"about_ca_system_score_gemma":0.000630506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003787825,"about_ca_topic_score_gemma":0.0005642787,"domain_scores_codex":[0.9986283,0.0002424581,0.00008916158,0.000256942,0.0006953086,0.00008785112],"domain_scores_gemma":[0.9978216,0.0007463369,0.0002575692,0.0005230534,0.0006000759,0.00005142029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003659807,0.000597388,0.002698913,0.0009437897,0.00003014409,0.0001573621,0.0002333607,0.0574668,0.890484,0.004486037,0.0008247812,0.04171131],"study_design_scores_gemma":[0.0000596694,0.001933718,0.001859676,0.00002537655,0.00002524926,0.00006534404,0.00006493361,0.1363449,0.854117,0.0004818845,0.004985677,0.00003658055],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3471816,0.0003484005,0.6449134,0.0001598935,0.0002595887,0.001163975,0.0006469042,0.001151579,0.004174672],"genre_scores_gemma":[0.7982526,0.0002114932,0.19872,0.00003486465,0.0000238205,0.001008911,0.000231166,0.00008845553,0.001428753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002771787,"threshold_uncertainty_score":0.01333159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136194673041569,"score_gpt":0.2555296287649967,"score_spread":0.234167682034581,"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."}}