{"id":"W7091676717","doi":"10.1016/j.molliq.2025.128689","title":"Electrocoalescence of surfactant and polymer stabilised droplet pairs","year":2025,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Irish and British Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Science and Engineering Research Board; Indian Institute of Technology Jodhpur","keywords":"Pulmonary surfactant; Surface tension; Polymer; Brine; Microemulsion; Emulsion; Enhanced oil recovery; Coalescence (physics)","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":[0.0003054092,0.0001848454,0.0002597088,0.0002500968,0.0003278771,0.0005797703,0.0005690375,0.0003377963,0.00465816],"category_scores_gemma":[0.0007762256,0.0001548939,0.0002501417,0.0002344575,0.000439046,0.0004605159,0.0004731919,0.0007561964,0.0004573615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005234176,"about_ca_system_score_gemma":0.0002712177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001206256,"about_ca_topic_score_gemma":0.000852641,"domain_scores_codex":[0.9997057,0.00003411677,0.000009004199,0.00006589809,0.0001121371,0.00007303504],"domain_scores_gemma":[0.9996713,0.0001482206,0.00003691668,0.00002907794,0.00008432474,0.00003009485],"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":[0.000578852,0.00003508731,0.0004242749,0.00006995234,0.00001750875,0.0002698675,0.0002737554,0.0001795762,0.9922845,0.0009389004,0.0001796027,0.004748215],"study_design_scores_gemma":[0.00002717888,0.0001680987,0.001862934,0.000006355442,0.00000962893,0.0001194328,0.0001447019,0.001173228,0.9956026,0.00009892706,0.0007809563,0.000005942386],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948777,0.0004630274,0.001160901,0.00005481633,0.00003934154,0.00001544061,0.00005559243,0.00002950651,0.003303665],"genre_scores_gemma":[0.9967528,0.0001414371,0.0002788834,0.00003088084,0.000006685256,0.000006657122,0.00004441344,0.00001208575,0.002726181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00465816,"threshold_uncertainty_score":0.0155831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005279328041321129,"score_gpt":0.2708956223963627,"score_spread":0.2656162943550415,"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."}}