{"id":"W4386114990","doi":"10.11159/htff23.001","title":"Heat Transfer and Fluid Flow in Architected Open Cell Foams","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat transfer; Fluid dynamics; Flow (mathematics); Materials science; Mechanics; Physics","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":[0.0002129988,0.0002613115,0.0003965234,0.0001679546,0.00003631556,0.0001194567,0.0004099589,0.0001107092,0.00002012002],"category_scores_gemma":[0.00003112158,0.0002188379,0.00004652195,0.0003953245,0.00004535643,0.0001268822,0.0001666145,0.000248317,0.000001734585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002544701,"about_ca_system_score_gemma":0.000007403058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001089951,"about_ca_topic_score_gemma":0.000006066538,"domain_scores_codex":[0.9988084,0.000003978092,0.000346508,0.0002843061,0.0001669866,0.0003898404],"domain_scores_gemma":[0.9996529,0.00006591765,0.000005620432,0.0001128707,0.00002557802,0.0001371224],"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":[0.00006400493,0.00001922339,0.000008691269,0.0006278807,0.00001702455,0.000001800252,0.00004192412,0.0004732003,0.9972022,0.0006620075,0.000425174,0.0004568592],"study_design_scores_gemma":[0.0007912563,0.00002987021,0.0000260333,0.0003727453,0.00002054358,0.000004101875,0.00002666116,0.02780312,0.969245,0.0001733873,0.001265125,0.0002421964],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975771,0.00001595001,0.00000339613,0.0001675619,0.0009677317,0.0004184728,0.00003033082,0.0002628959,0.0005565224],"genre_scores_gemma":[0.9989695,0.000239614,0.0004164741,0.00002810498,0.00009757769,0.00009797977,0.00000579522,0.00006567967,0.00007926211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02795726,"threshold_uncertainty_score":0.8923952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008126351441856845,"score_gpt":0.1990553987809945,"score_spread":0.1909290473391377,"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."}}