{"id":"W4414037703","doi":"10.1063/5.0284737","title":"Flow field around the encapsulated droplets on impact-driven liquid-liquid encapsulation: Effect of interfacial layer and impact Weber number","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physics; Encapsulation (networking); Mechanics; Nanotechnology; Materials science","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":[0.0001220401,0.0002945378,0.0002626529,0.0002249637,0.0001769674,0.000358155,0.0001495089,0.0001806722,0.0007067763],"category_scores_gemma":[0.0003090294,0.0001162991,0.0001602311,0.0001829556,0.000354411,0.0003943146,0.0002389048,0.0003784762,0.00009015753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002755225,"about_ca_system_score_gemma":0.0001753378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006197182,"about_ca_topic_score_gemma":0.0006549184,"domain_scores_codex":[0.9999132,0.000004792977,0.000004387023,0.00001508302,0.00003013629,0.00003233297],"domain_scores_gemma":[0.9998422,0.0000647884,0.00004444191,0.00000785992,0.00001973981,0.0000209326],"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":[0.00006593879,0.00002193527,0.000491848,0.00003269309,0.000003016671,0.0001197903,0.00005390355,0.0008275188,0.9954799,0.000138276,0.00003314763,0.002732059],"study_design_scores_gemma":[0.000009337753,0.00009901938,0.005585309,0.00000609867,0.000008867033,0.0000461649,0.00004892665,0.01572743,0.9781261,0.00005291787,0.000275834,0.0000139898],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951646,0.0001997422,0.003782575,0.00003016491,0.00001637334,0.00001400537,0.00004902051,0.00006733581,0.0006760512],"genre_scores_gemma":[0.9985197,0.0001603062,0.0009880032,0.0000183716,0.000004704172,0.000008979856,0.00003924851,0.00001453437,0.0002459965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007067763,"threshold_uncertainty_score":0.002364337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006640512577311489,"score_gpt":0.2664725859812257,"score_spread":0.2598320734039142,"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."}}