{"id":"W3082216426","doi":"10.1103/physreve.102.023105","title":"Viscoplastic fingering in rectangular channels","year":2020,"lang":"en","type":"article","venue":"Physical review. E","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Foundation for Innovation","keywords":"Viscoplasticity; Viscous fingering; Rheology; Buoyancy; Mechanics; Capillary action; Viscosity; Aspect ratio (aeronautics); Flow (mathematics); Yield (engineering); Materials science; Capillary number; Thermodynamics; Physics; Composite material; Porous medium; Finite element method; Porosity","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":[0.0001719154,0.0001689193,0.0002069066,0.0002580477,0.0003295015,0.0004141635,0.0002847223,0.0002784594,0.0005695022],"category_scores_gemma":[0.0008060494,0.0001507913,0.0001245271,0.0002564056,0.0007033012,0.0004957776,0.0003276255,0.0002638391,0.00008893765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002717828,"about_ca_system_score_gemma":0.0002470512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005431965,"about_ca_topic_score_gemma":0.0005553455,"domain_scores_codex":[0.9998947,0.000009000612,0.000003741294,0.00003528072,0.00002364481,0.00003363715],"domain_scores_gemma":[0.99941,0.000273681,0.0001664056,0.00004977242,0.00003634562,0.00006370636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003366088,0.0001606651,0.00673946,0.0001407757,0.0000319198,0.0006945238,0.0003614589,0.1094161,0.8474714,0.01699647,0.0003502376,0.01730039],"study_design_scores_gemma":[0.00005788287,0.0004364142,0.008949315,0.00002685903,0.00003411759,0.0005290093,0.000197014,0.5535161,0.4266587,0.007335341,0.002193645,0.00006550812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786242,0.0002880972,0.0193996,0.00003872476,0.000009367203,0.0000139507,0.0000291914,0.00008836106,0.001508717],"genre_scores_gemma":[0.9962304,0.0000941939,0.003359604,0.00001110496,0.000003229482,0.000006001697,0.00001276895,0.000005702672,0.0002769674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005695022,"threshold_uncertainty_score":0.0019719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01621441926225378,"score_gpt":0.283401680564242,"score_spread":0.2671872613019882,"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."}}