{"id":"W4386072882","doi":"10.11159/htff23.170","title":"Development and Validation of a Tubesheet Geometry Generator Toolfor Efficient Heat Exchanger Design","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Heat exchanger; Computer science; Generator (circuit theory); Mechanical engineering; Engineering; Physics; Power (physics); Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002192619,0.0001715621,0.0002420127,0.0001632786,0.00003836261,0.00005536624,0.0001189921,0.00007475253,0.000008211029],"category_scores_gemma":[0.00003839987,0.0001424043,0.00003050169,0.0003479512,0.0000227706,0.00008011483,0.00006569627,0.00007882265,6.571399e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002772342,"about_ca_system_score_gemma":0.000007277062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.35812e-7,"about_ca_topic_score_gemma":9.599123e-8,"domain_scores_codex":[0.999146,0.000002704003,0.0003016739,0.0001766208,0.0001683836,0.0002045942],"domain_scores_gemma":[0.9997549,0.0000385652,0.00001987867,0.00006643764,0.00005321759,0.00006698637],"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":[0.00002984311,0.00001285707,0.000002776217,0.0005329793,0.00002654977,1.837033e-7,0.00003348147,0.02445982,0.9739075,0.0006446828,0.000125254,0.0002240138],"study_design_scores_gemma":[0.0002550427,0.000015329,0.000009164986,0.0002066529,0.00001993183,0.00000151033,0.0000156232,0.08459296,0.9144936,0.00001098026,0.0002412492,0.0001379879],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987714,0.00001232124,0.0002676062,0.0000316357,0.0004744882,0.000245616,0.00001186426,0.0001604455,0.00002456518],"genre_scores_gemma":[0.9944078,0.00006481197,0.005335321,0.00000931933,0.0000660167,0.00005112832,0.000005626876,0.00003625673,0.00002369257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06013314,"threshold_uncertainty_score":0.5807079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01363374737871818,"score_gpt":0.2002202408593941,"score_spread":0.186586493480676,"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."}}