{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004016317,0.0003349654,0.0006561088,0.0006026987,0.00001973861,0.000007532964,0.0003048393,0.0003113622,0.0001493357],"category_scores_gemma":[0.00004631838,0.0003616717,0.00008167911,0.0009693089,0.00009514621,0.0001880179,0.000008401959,0.0004657744,0.00001262791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001525117,"about_ca_system_score_gemma":0.0001719474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008261554,"about_ca_topic_score_gemma":0.02033184,"domain_scores_codex":[0.9974859,0.0000385813,0.001121474,0.000354362,0.0004041072,0.000595585],"domain_scores_gemma":[0.9992396,0.0002012698,0.00003430081,0.0003465576,0.00004807241,0.0001302089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006024634,0.001097,0.7114712,0.00328247,0.0002197527,0.001630211,0.08984727,0.02310313,0.06533115,0.004688988,0.00108938,0.09763699],"study_design_scores_gemma":[0.009134109,0.0001189744,0.9142,0.001167462,0.0001754046,0.00001551863,0.001960844,0.002566166,0.06465733,0.002453618,0.002348118,0.001202471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886253,0.0008980195,0.0009136994,0.00008285145,0.003707827,0.0004473818,0.00007936896,0.0002120172,0.005033549],"genre_scores_gemma":[0.9980346,0.0006149169,0.0006791397,0.00006989184,0.0001351204,0.00009069641,0.0002762266,0.00005387864,0.00004553729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2027288,"threshold_uncertainty_score":0.9998835,"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."}}