{"id":"W4411413633","doi":"10.1615/jpormedia.2025056711","title":"ANALYTICAL AND NUMERICAL SIMULATION OF TEMPERATURE RELIANT THERMAL CONDUCTIVITY AND VISCOSITY DISPARITY EFFECTS ON THE ONSET OF CELLULAR CONVECTIVE MOTION IN A VISCOELASTIC OLDROYD-B FLUID SATURATED PERMEABLE LAYER","year":2025,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Viscoelasticity; Viscosity; Materials science; Thermal conductivity; Convection; Mechanics; Thermal; Motion (physics); Thermodynamics; Composite material; Classical mechanics; 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":[0.000242926,0.0002320105,0.0002336664,0.0003218318,0.0002760871,0.0003608254,0.0002979425,0.0005052771,0.0005289092],"category_scores_gemma":[0.0009000907,0.0001388784,0.0002966292,0.0002703469,0.0005717752,0.0003614005,0.0002745612,0.0002922715,0.00005612734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003647417,"about_ca_system_score_gemma":0.0003551138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003484447,"about_ca_topic_score_gemma":0.001874691,"domain_scores_codex":[0.999931,0.00001556796,0.000003955628,0.000009576799,0.00002036936,0.00001957666],"domain_scores_gemma":[0.9996443,0.0002005614,0.00007140231,0.00002104349,0.00004579865,0.00001697908],"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":[0.0001007022,0.00007331263,0.003480456,0.0001357523,0.00001570971,0.0003822008,0.0001808595,0.9343276,0.0503323,0.00502891,0.0001675416,0.005774811],"study_design_scores_gemma":[0.00000511979,0.00001590875,0.0003462513,0.000003170255,0.000003121125,0.00001193661,0.00001905434,0.9957746,0.003560339,0.0001564201,0.0000995478,0.000004676312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622344,0.0003062676,0.03196445,0.0001324548,0.00002546056,0.00002219128,0.00006412264,0.00008285521,0.005167869],"genre_scores_gemma":[0.9952826,0.00007498683,0.004082991,0.000006279469,0.000002438222,0.000008742416,0.00001177599,0.000006289064,0.0005238559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003484447,"threshold_uncertainty_score":0.006928325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007653148103546305,"score_gpt":0.2346111168237138,"score_spread":0.2269579687201675,"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."}}