{"id":"W4393434803","doi":"10.1017/jfm.2024.203","title":"Porous media gravity current flow over an interbed layer: the impact of dispersion and distributed drainage","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Dispersion (optics); Drainage; Current (fluid); Porous medium; Geology; Geotechnical engineering; Layer (electronics); Flow (mathematics); Gravity current; Porosity; Materials science; Mechanics; Composite material; Petroleum engineering; Physics; Optics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001832159,0.0003238895,0.0002994613,0.0004518608,0.0003756871,0.001002532,0.0003344447,0.0006528781,0.0004660329],"category_scores_gemma":[0.0008451323,0.0001277215,0.0002800646,0.0002210462,0.001094014,0.0005771176,0.0005954402,0.0003912178,0.00005625654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006459081,"about_ca_system_score_gemma":0.0003650895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004827618,"about_ca_topic_score_gemma":0.001732992,"domain_scores_codex":[0.9999071,0.00001786864,0.000004761222,0.00002052585,0.00001867799,0.00003095464],"domain_scores_gemma":[0.9995461,0.0002310355,0.0001167373,0.00002607421,0.00003077172,0.00004920864],"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":[0.0002722894,0.0002593293,0.02300223,0.0001410272,0.00004287783,0.001129408,0.0002445834,0.8501795,0.09721671,0.01604085,0.0002361855,0.011235],"study_design_scores_gemma":[0.00001945143,0.00008836958,0.004048576,0.00001150598,0.00001061829,0.00007964644,0.00005643175,0.9869536,0.007193432,0.001329795,0.0001921821,0.0000163641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864915,0.0002880006,0.01018655,0.0001598289,0.00001769802,0.00001955147,0.00004329798,0.00007069161,0.002723043],"genre_scores_gemma":[0.9989312,0.00006966968,0.0007460853,0.000006814921,0.000004045246,0.000003489436,0.000009536835,0.000004001742,0.0002252172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004827618,"threshold_uncertainty_score":0.00959903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00977573750912343,"score_gpt":0.2629638206972651,"score_spread":0.2531880831881417,"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."}}