{"id":"W2082636770","doi":"10.1615/specialtopicsrevporousmedia.v2.i2.80","title":"POLAR FLUID FLOW THROUGH VARIABLE-POROSITY, ISOTROPIC POROUS MEDIA","year":2011,"lang":"en","type":"article","venue":"Special Topics & Reviews in Porous Media An International Journal","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Porous medium; Porosity; Mechanics; Isotropy; Materials science; Compressibility; Tortuosity; Darcy's law; Viscosity; Flow (mathematics); Lubrication; Geotechnical engineering; Thermodynamics; Geology; Physics; Composite material; Optics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006724879,0.000353641,0.0006800094,0.0001860056,0.0001402304,0.00005934988,0.001113681,0.0002734754,0.002777123],"category_scores_gemma":[0.001045925,0.0003176867,0.0001811287,0.0001954855,0.0001541226,0.0006194656,0.0002352181,0.001012207,0.000151182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000324312,"about_ca_system_score_gemma":0.00009885451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001518551,"about_ca_topic_score_gemma":0.0005185585,"domain_scores_codex":[0.9971796,0.0001645351,0.001173463,0.0003857406,0.000580746,0.0005158724],"domain_scores_gemma":[0.9987783,0.0001165945,0.0003104017,0.0003333077,0.0002691475,0.0001922313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006453863,0.001665901,0.07702167,0.0001395216,0.0008750967,0.003124563,0.04793883,0.0003891745,0.003362565,0.6576121,0.01182175,0.1954034],"study_design_scores_gemma":[0.01183696,0.001097403,0.08485497,0.0026198,0.0006808097,0.006520574,0.002076021,0.02121366,0.001963826,0.3236264,0.538487,0.005022491],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2543408,0.05739677,0.2247587,0.003448065,0.1473954,0.002058824,0.00043278,0.0005640298,0.3096047],"genre_scores_gemma":[0.09476325,0.2247614,0.4886161,0.005568565,0.1787737,0.0001606409,0.0006741113,0.000345277,0.006336963],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5266653,"threshold_uncertainty_score":0.9999275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03223105555674743,"score_gpt":0.2741995861681072,"score_spread":0.2419685306113598,"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."}}