{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002424054,0.0001316231,0.0001961068,0.0001728037,0.00005295206,0.00003555824,0.00009042118,0.0001430512,0.0001006651],"category_scores_gemma":[0.00003467229,0.0001364331,0.00004159883,0.000429266,0.0000495742,0.0001008289,0.00001210286,0.0001699472,0.0001159939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007743177,"about_ca_system_score_gemma":0.00005665925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009006581,"about_ca_topic_score_gemma":0.0001029582,"domain_scores_codex":[0.9990262,0.00002483462,0.0002478843,0.0001492912,0.0001898587,0.0003619763],"domain_scores_gemma":[0.9997072,0.00005669615,0.00000439177,0.000120096,0.00001554406,0.00009608803],"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":[0.00006093756,0.0000502241,0.01262194,0.0004174967,0.00007836503,0.0003424392,0.01063796,0.01935578,0.9340163,0.0001928129,0.01583643,0.006389332],"study_design_scores_gemma":[0.003580818,0.0002004348,0.04791293,0.0002033631,0.00006456608,0.00006844365,0.001683863,0.8084732,0.105758,0.0003429349,0.03062771,0.001083715],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946339,0.0001700314,0.001024618,0.0001173745,0.002018569,0.0001458278,0.000008258412,0.0006111618,0.001270266],"genre_scores_gemma":[0.9992099,0.00009149178,0.0001493622,0.00002937898,0.0001870926,0.00001651227,0.00002758258,0.00003799016,0.0002507256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8282582,"threshold_uncertainty_score":0.5563582,"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."}}