{"id":"W4389142741","doi":"10.3390/fluids8120311","title":"Forced Convection in Porous Medium Using Triply Periodical Minimum Surfaces","year":2023,"lang":"en","type":"article","venue":"Fluids","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gyroid; Porous medium; Porosity; Materials science; Pressure drop; Mechanics; Metal foam; Heat flux; Thermodynamics; Composite material; Heat transfer; Physics; Polymer","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":[0.0001607235,0.0001942889,0.0002565415,0.0002254151,0.0002258875,0.0004939832,0.0002474534,0.0003579881,0.0002620853],"category_scores_gemma":[0.0003279474,0.0001551798,0.0003660851,0.0001808419,0.0006700024,0.0003453798,0.000361098,0.0001695337,0.00005397968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003649314,"about_ca_system_score_gemma":0.0003400176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009342733,"about_ca_topic_score_gemma":0.0006122791,"domain_scores_codex":[0.9998939,0.00001751309,0.000005426183,0.00002030191,0.00004027065,0.00002247748],"domain_scores_gemma":[0.9998392,0.00008489619,0.00003083249,0.00001405584,0.0000191749,0.00001172453],"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":[0.0001093646,0.00006425736,0.001788051,0.0002169551,0.00002348356,0.0003989421,0.000184854,0.1878015,0.7827617,0.01605852,0.0002223304,0.01037003],"study_design_scores_gemma":[0.00006304255,0.000172577,0.001226127,0.00001371258,0.000011834,0.0001470345,0.00003786536,0.8039908,0.1903363,0.00252539,0.001440687,0.00003462838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179394,0.0004038235,0.07859118,0.00009268298,0.00004152644,0.00002472245,0.00004359897,0.0001265473,0.002736482],"genre_scores_gemma":[0.9911485,0.00009042047,0.008333381,0.000007154966,0.000003835768,0.00001806618,0.00001463445,0.000005648812,0.0003783801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009342733,"threshold_uncertainty_score":0.002647758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02293600577640025,"score_gpt":0.2502618239643926,"score_spread":0.2273258181879924,"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."}}