{"id":"W4417496969","doi":"10.37394/232012.2025.20.10","title":"Models of Flow through Porous Media of Polar Fluids with Pressure-Dependent Viscosity","year":2025,"lang":"","type":"article","venue":"WSEAS TRANSACTIONS ON HEAT AND MASS TRANSFER","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Porous medium; Flow (mathematics); Drag; Viscosity; Porosity; Rheology; Darcy's law; Newtonian fluid","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003609014,0.0009139733,0.001524101,0.0004872532,0.0002571235,0.00005136233,0.0003966723,0.0007021039,0.0003290528],"category_scores_gemma":[0.000005508058,0.000863402,0.0004100857,0.0007534673,0.0005500945,0.0006687933,0.000004696112,0.001017156,0.00000311496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008986169,"about_ca_system_score_gemma":0.000382794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007090453,"about_ca_topic_score_gemma":0.000563255,"domain_scores_codex":[0.9958524,0.0001842407,0.001289612,0.0008569696,0.0009210985,0.000895721],"domain_scores_gemma":[0.9981353,0.0003491462,0.00002062402,0.00084359,0.0002787536,0.0003725965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005847523,0.003476259,0.0004331498,0.01480132,0.007447096,0.00008725069,0.02099491,0.7921216,0.09474262,0.01556256,0.0001360716,0.04434968],"study_design_scores_gemma":[0.01911432,0.003264768,0.001029033,0.005202772,0.01164763,0.00006677334,0.002361573,0.2187798,0.7234406,0.007938008,0.003993693,0.00316107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02886858,0.01047693,0.949311,0.0004261934,0.001263123,0.001331724,0.001847298,0.0001876915,0.006287504],"genre_scores_gemma":[0.9821053,0.01219903,0.004934327,0.000083182,0.00006269314,0.0001106933,0.00003475256,0.0001266992,0.0003433205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9532368,"threshold_uncertainty_score":0.9993817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261926558166399,"score_gpt":0.2218772396032429,"score_spread":0.2092579740215789,"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."}}