{"id":"W2014995199","doi":"10.1115/1.2165203","title":"A Unit Cube-Based Model for Heat Transfer and Fluid Flow in Porous Carbon Foam","year":2005,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Oak Ridge National Laboratory; Natural Sciences and Engineering Research Council of Canada","keywords":"Nusselt number; Porosity; Heat transfer; Thermal conductivity; Pressure drop; Materials science; Cube (algebra); Porous medium; Unit cube; SPHERES; Mechanics; Convective heat transfer; Thermodynamics; Fluid dynamics; Void (composites); Geometry; Composite material; Reynolds number; Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006335691,0.0007606996,0.0009273337,0.0008382074,0.0006592228,0.001194388,0.001722535,0.002044719,0.002586195],"category_scores_gemma":[0.001636875,0.0004128034,0.001150448,0.001043683,0.001468297,0.001402678,0.0007471278,0.0009780318,0.000645946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001710871,"about_ca_system_score_gemma":0.001945568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02688702,"about_ca_topic_score_gemma":0.00769367,"domain_scores_codex":[0.9996288,0.0001028598,0.00001433256,0.00005208507,0.0001316142,0.00007042367],"domain_scores_gemma":[0.9993907,0.000306053,0.00004578555,0.00004015461,0.0001860781,0.00003121541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001197836,0.00001087086,0.0001220434,0.00001512502,0.00000366179,0.00004659028,0.0000177659,0.9824019,0.0009584787,0.01477495,0.0002189666,0.001417743],"study_design_scores_gemma":[0.000001639718,0.000003152169,0.00001789781,0.000001242867,8.316354e-7,0.000007138128,0.000002654369,0.9984559,0.0001605568,0.001189368,0.0001569529,0.000002647601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07402878,0.0006359139,0.9013193,0.000587635,0.0001389681,0.0001455915,0.000573429,0.0004273324,0.02214298],"genre_scores_gemma":[0.9242353,0.0009278361,0.05840135,0.0001941846,0.00006659613,0.0006117575,0.0004806639,0.0001476104,0.01493477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02688702,"threshold_uncertainty_score":0.05346107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0183323541825583,"score_gpt":0.2286225423077824,"score_spread":0.2102901881252241,"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."}}