{"id":"W2007278399","doi":"10.1063/1.4861717","title":"Simulations of Janus droplets at equilibrium and in shear","year":2014,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Janus; Microscale chemistry; Physics; Mechanics; Lattice Boltzmann methods; Geometry; Shear (geology); Janus particles; Classical mechanics; Materials science; Nanotechnology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001022901,0.00004008531,0.0001023495,0.00001871674,0.00001469219,0.000004645603,0.00004600859,0.00001588654,0.00002656371],"category_scores_gemma":[0.00005098921,0.00003830955,0.00001300798,0.00009301832,0.00006580232,0.0000896083,0.00005766192,0.00001425355,0.00000474858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008318973,"about_ca_system_score_gemma":0.000006854596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004490861,"about_ca_topic_score_gemma":0.00001118807,"domain_scores_codex":[0.9995761,0.00002942585,0.0001435257,0.00008828726,0.00008367485,0.00007897233],"domain_scores_gemma":[0.9996911,0.00007969084,0.00003469374,0.0001370821,0.00003590005,0.00002154566],"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":[0.00001018603,0.00003698181,0.007157426,0.0000272525,6.596779e-7,4.385946e-8,0.0002960792,0.00801166,0.9825333,0.001385179,0.000006850902,0.0005343718],"study_design_scores_gemma":[0.0003135845,0.0000589199,0.03285748,0.00002864006,0.000005613458,2.607482e-7,0.000008826214,0.1379843,0.8236061,0.004974413,0.00009412033,0.00006782998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973589,0.00002248982,0.002308895,0.00002494975,0.00003872709,0.00004743457,0.00001147314,0.000007426459,0.0001797602],"genre_scores_gemma":[0.9993991,0.000001727542,0.0005566808,0.000005844218,0.00001803806,0.000001191362,0.000003186265,0.000004421851,0.000009783139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1589273,"threshold_uncertainty_score":0.1562218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904952505415048,"score_gpt":0.2629155310503678,"score_spread":0.2438660059962173,"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."}}