{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006963214,0.0001541116,0.0001961191,0.0001067852,0.00003773692,0.00007082746,0.0001278294,0.00009707192,0.00006130531],"category_scores_gemma":[0.00003456472,0.0001624892,0.00003228988,0.0002840286,0.00004874547,0.0001620831,0.00008121437,0.0002068106,0.000004217427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008369829,"about_ca_system_score_gemma":0.00002004499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004024127,"about_ca_topic_score_gemma":0.001350205,"domain_scores_codex":[0.9991679,0.00001926655,0.0002162245,0.0002074308,0.00008645919,0.0003027441],"domain_scores_gemma":[0.9996316,0.00004045025,0.00001264133,0.0002335244,0.00003219797,0.00004952528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002989749,0.0000900244,0.001932059,0.0002258567,0.00007409754,0.00004855146,0.0008905925,0.02016348,0.9580469,0.008767461,0.002276037,0.007455065],"study_design_scores_gemma":[0.000492295,0.0001172881,0.0009600591,0.00007637347,0.000008751484,0.00003268194,0.0003031433,0.9658563,0.02587839,0.004000828,0.001975712,0.0002981529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820967,0.01038708,0.0004424207,0.0001595227,0.0003215584,0.00007761703,0.00002068632,0.0001051502,0.006389298],"genre_scores_gemma":[0.9951697,0.002865045,0.0004662912,0.00003388243,0.00002065058,0.00001373669,0.00001588408,0.00002774454,0.001387061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9456928,"threshold_uncertainty_score":0.6626115,"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."}}