{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003408578,0.001519971,0.0008195865,0.001309022,0.0006709098,0.001158777,0.004092275,0.001175029,0.00855528],"category_scores_gemma":[0.008064577,0.0009980535,0.001235379,0.0009234797,0.0007171551,0.001222523,0.001168247,0.001610948,0.002889879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065802,"about_ca_system_score_gemma":0.002990511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004280147,"about_ca_topic_score_gemma":0.002893366,"domain_scores_codex":[0.9968174,0.0003768545,0.0002523377,0.0002736231,0.002055712,0.000224029],"domain_scores_gemma":[0.9952759,0.001662697,0.0003038085,0.0006535246,0.00193203,0.0001720809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008463662,0.0009921882,0.009989005,0.001521709,0.0002173947,0.001216774,0.0007943731,0.3478437,0.1509595,0.01870902,0.0460869,0.4208232],"study_design_scores_gemma":[0.0003180105,0.0004719916,0.003099359,0.0002457098,0.0000505443,0.0003389547,0.00009045065,0.7546006,0.1727376,0.002380497,0.06553436,0.000131807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06753691,0.0003162602,0.8698025,0.0002225136,0.0002480132,0.00124276,0.003578411,0.05024242,0.006810149],"genre_scores_gemma":[0.1710533,0.0003955503,0.8053064,0.0001479886,0.00003981866,0.001586558,0.008967787,0.007157627,0.005345005],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00855528,"threshold_uncertainty_score":0.0286203,"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."}}