{"id":"W3184836905","doi":"10.3390/colloids5030036","title":"Electrohydrodynamic Instabilities in Free Emulsion Films","year":2021,"lang":"en","type":"article","venue":"Colloids and Interfaces","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Natural Resources Canada","funders":"","keywords":"Electrohydrodynamics; Disjoining pressure; Electric field; Emulsion; Wavelength; Instability; Materials science; Field (mathematics); Mechanics; Optics; Condensed matter physics; Physics; Thin film; Nanotechnology; Chemistry; Optoelectronics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001569765,0.0002215475,0.000170915,0.0002470427,0.0001648379,0.0003263826,0.0002155851,0.0001761215,0.0005337615],"category_scores_gemma":[0.0003937777,0.0001365783,0.0001251771,0.0001823331,0.0002895998,0.0003228933,0.0002473409,0.0003428848,0.00008780877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002883573,"about_ca_system_score_gemma":0.0001051788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004296315,"about_ca_topic_score_gemma":0.0003003462,"domain_scores_codex":[0.9998899,0.00001360878,0.000008315113,0.00002407607,0.00004787975,0.00001618967],"domain_scores_gemma":[0.9998092,0.00007299594,0.00003533744,0.000009185966,0.00005066365,0.00002264684],"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":[0.00004021304,0.000007622761,0.0001363465,0.00001910893,0.000003092802,0.00004428922,0.00002070264,0.0001604201,0.998832,0.00008534789,0.00001344544,0.0006373437],"study_design_scores_gemma":[0.00001871194,0.00008445358,0.001746801,0.00000442519,0.000005152355,0.00006160945,0.00002287082,0.003544963,0.994029,0.0001607342,0.0003153112,0.000006054468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959169,0.0004037388,0.003060417,0.00003225283,0.00001252203,0.00001062869,0.00005087266,0.00002478867,0.000487996],"genre_scores_gemma":[0.9980121,0.0002646806,0.001015918,0.00001874091,0.000006711497,0.00001165341,0.00005264482,0.00001062268,0.000606957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005337615,"threshold_uncertainty_score":0.002092123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003304464866954498,"score_gpt":0.1836837635691655,"score_spread":0.180379298702211,"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."}}