{"id":"W4387144588","doi":"10.1115/gt2023-103790","title":"Comparative Study of the Flow and Thermal Characteristics of Non-Stochastic Lattice and Bio-Inspired Multi-Scale Structures for Gas Turbine Engine Applications","year":2023,"lang":"en","type":"article","venue":"","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Siemens (Canada); McGill University","funders":"","keywords":"Pressure drop; Heat transfer; Mechanical engineering; Convective heat transfer; Heat transfer coefficient; Materials science; Convection; Lattice (music); Thermal; Mechanics; Engineering; Thermodynamics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001387041,0.0001251227,0.0001219301,0.0003514202,0.0001087422,0.0002696441,0.0001550634,0.0002222599,0.0006199157],"category_scores_gemma":[0.0002074954,0.0000708307,0.0001249508,0.0001968071,0.0001594954,0.0001981028,0.00008284396,0.0000971356,0.00008232184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002401576,"about_ca_system_score_gemma":0.00008922027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002013854,"about_ca_topic_score_gemma":0.0003236546,"domain_scores_codex":[0.9999474,0.000007623868,0.000002314498,0.00001128673,0.00002328456,0.000008110567],"domain_scores_gemma":[0.9998621,0.00004169459,0.0000373682,0.0000111184,0.00003484538,0.00001282139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001516294,0.00009913318,0.002454696,0.0001118137,0.00001091294,0.00007632445,0.00005629079,0.07230887,0.9047795,0.001770525,0.000242005,0.01793835],"study_design_scores_gemma":[0.00001799991,0.0007668258,0.008421026,0.00001045855,0.0000164212,0.00008912147,0.00007825319,0.5246822,0.464016,0.0004502323,0.001430618,0.00002089913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910512,0.0002800707,0.007326222,0.0000205486,0.00001067845,0.000006303052,0.00003775017,0.00006575395,0.001201684],"genre_scores_gemma":[0.997516,0.0000488831,0.002116145,0.000002591599,0.000001532077,0.000005029282,0.00002442532,0.000003893532,0.000281418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006199157,"threshold_uncertainty_score":0.002073824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01289494998964022,"score_gpt":0.2434812692033083,"score_spread":0.2305863192136681,"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."}}