{"id":"W2776620046","doi":"10.1103/physreve.96.063114","title":"Control of viscous fingering by nanoparticles","year":2017,"lang":"en","type":"article","venue":"Physical review. E","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nanoparticle; Viscosity; Viscous fingering; Materials science; Diffusion; Mixing (physics); Stability (learning theory); Mechanics; Instability; Dynamics (music); Chemical physics; Nanotechnology; Thermodynamics; Computer science; Physics; Porous medium; Composite material","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":[0.0001350969,0.0001972627,0.0001501744,0.0001084631,0.0001408413,0.0003097532,0.0001738,0.0001717717,0.0004118504],"category_scores_gemma":[0.0003827377,0.000124246,0.0001821353,0.00005759192,0.0002494393,0.0002147116,0.0002293149,0.0002728114,0.00009436916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002972086,"about_ca_system_score_gemma":0.0001614178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004831819,"about_ca_topic_score_gemma":0.000624406,"domain_scores_codex":[0.9999294,0.00001090523,0.000005018625,0.00001687001,0.00002387585,0.00001394927],"domain_scores_gemma":[0.9998422,0.00006952597,0.00004279553,0.00001554821,0.00001806447,0.0000118017],"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":[0.00004037231,0.00001383943,0.0002052863,0.00004810236,0.000004401378,0.00003553902,0.00002835664,0.00383718,0.991352,0.00104771,0.00004212039,0.003345166],"study_design_scores_gemma":[0.0000082456,0.00006179407,0.0004021047,0.000004192594,0.000006357108,0.00002459741,0.00001010256,0.04826724,0.9499245,0.0001979252,0.001085126,0.000007741031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828424,0.00044785,0.01454414,0.00005763671,0.00002940041,0.00001750436,0.00002886227,0.00007637575,0.00195578],"genre_scores_gemma":[0.9951218,0.0001787347,0.004057926,0.00001151727,0.000003204104,0.00001083072,0.00001294303,0.00001027013,0.0005928196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004831819,"threshold_uncertainty_score":0.002156377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594589838254721,"score_gpt":0.305356932869442,"score_spread":0.2894110344868948,"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."}}