{"id":"W4404188720","doi":"10.3390/engproc2024076076","title":"Design and Numerical Investigation of High-Performance Heat Exchangers Containing Triply Periodic Minimal Surface Lattice Structures","year":2024,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Heat exchanger; Lattice (music); Materials science; Surface (topology); Minimal surface; Mechanics; Computer science; Thermodynamics; Geometry; Physics; Mathematics; Acoustics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001307807,0.0001314431,0.0001597627,0.00007822533,0.00004547518,0.00004648335,0.00007825738,0.00007982391,0.00003606625],"category_scores_gemma":[0.00002770124,0.0001124488,0.00001617299,0.0001223135,0.0001116642,0.0001197649,0.00003897031,0.0001665308,0.000004453514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002586915,"about_ca_system_score_gemma":0.00001268455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002932668,"about_ca_topic_score_gemma":3.147831e-7,"domain_scores_codex":[0.999422,0.00002138569,0.0001490787,0.0001579228,0.00009011583,0.0001595329],"domain_scores_gemma":[0.9996511,0.0001923001,0.00001168237,0.00009873183,0.00001443825,0.00003175439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002498251,0.00001853669,0.00914329,0.004364531,0.0007246557,0.0000727916,0.01273042,0.5456624,0.1691342,0.01083819,0.004839318,0.2422218],"study_design_scores_gemma":[0.0001609733,0.0001693907,0.01505381,0.0001209306,0.00002518835,0.00001386519,0.0003278017,0.2722868,0.7105713,0.0008615609,0.0001892499,0.0002191096],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435068,0.000629092,0.05444377,0.0001021541,0.0001374069,0.00009310684,0.000003096861,0.0009519797,0.0001325699],"genre_scores_gemma":[0.9683183,0.00006557853,0.03152077,0.00001302806,0.00002163089,0.000005238324,0.000003375556,0.00001976446,0.00003235279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5414371,"threshold_uncertainty_score":0.4585527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02075943103023564,"score_gpt":0.2196235580974557,"score_spread":0.1988641270672201,"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."}}