{"id":"W4403362546","doi":"10.1007/s11242-025-02186-0","title":"Macroscopic Orientation of Inertial Flows in Porous Media","year":2025,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"Fondation CentraleSupélec; Association Nationale de la Recherche et de la Technologie","keywords":"Porous medium; Orientation (vector space); Inertial frame of reference; Mechanics; Materials science; Classical mechanics; Porosity; Physics; Geometry; Mathematics; Composite material","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":[0.0002387615,0.0002003213,0.0002009258,0.0003962047,0.0002699742,0.0007654254,0.0001801973,0.0001820067,0.001090599],"category_scores_gemma":[0.0009162141,0.0001608061,0.0001430272,0.0002043297,0.0008670982,0.0004332318,0.0004972988,0.0003694427,0.0001368211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005093842,"about_ca_system_score_gemma":0.0004353593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002211724,"about_ca_topic_score_gemma":0.000906726,"domain_scores_codex":[0.9998804,0.00002079073,0.000004652933,0.00003177336,0.00003796772,0.00002436954],"domain_scores_gemma":[0.9994809,0.00008715747,0.0002033397,0.00004259057,0.0001093508,0.00007662509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004395264,0.0002259092,0.01793738,0.0002659438,0.00005408023,0.0006129207,0.0003400701,0.3182917,0.3641078,0.2385079,0.00294365,0.05627316],"study_design_scores_gemma":[0.00003900536,0.0001522792,0.02022065,0.00002576379,0.00002880728,0.000184398,0.0001192343,0.8710851,0.07084379,0.0327605,0.004477898,0.00006256801],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8706511,0.0005655412,0.113033,0.0002256977,0.0001554871,0.00004175927,0.0001207572,0.0004588618,0.01474791],"genre_scores_gemma":[0.9953918,0.0001467616,0.003423479,0.00002327723,0.00002109877,0.000007409333,0.00004374273,0.00002830896,0.0009140637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002211724,"threshold_uncertainty_score":0.00439775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008703041562074392,"score_gpt":0.2359577636718469,"score_spread":0.2272547221097725,"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."}}