{"id":"W4389410655","doi":"10.1016/j.ces.2023.119609","title":"Free-energy-based lattice Boltzmann model for emulsions with soluble surfactant","year":2023,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada","keywords":"Pulmonary surfactant; Surface tension; Lattice Boltzmann methods; Thermodynamics; Adsorption; Marangoni effect; Langmuir; Nonlinear system; Chemistry; Planar; Solubility; Mechanics; Materials science; Physics; Physical chemistry; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002118374,0.0002193365,0.0002077257,0.0001942364,0.0001525317,0.00007099436,0.0004814202,0.00006204773,0.000003129949],"category_scores_gemma":[0.0002641597,0.0001961911,0.00005529646,0.00122501,0.0001495612,0.0002846169,0.0001041335,0.0001228708,0.0000112262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179453,"about_ca_system_score_gemma":0.00006755748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002113409,"about_ca_topic_score_gemma":0.000001148327,"domain_scores_codex":[0.9983984,0.000001528348,0.000205177,0.0003444192,0.0004165426,0.000633968],"domain_scores_gemma":[0.9989703,0.0002490132,0.00002138833,0.0004317557,0.0001429061,0.0001846185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004585811,0.000007174621,0.00001900301,0.00005915645,0.00001043363,0.000001497031,0.00008329218,0.8930488,0.1046614,0.00124635,0.0007943711,0.00006388454],"study_design_scores_gemma":[0.0004104754,0.00001078491,0.00007834702,0.0000414164,0.00001537339,9.965358e-7,0.00001225997,0.9373533,0.06103997,0.0001995393,0.0005627568,0.0002747915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2987822,0.0000900989,0.696762,0.0002745447,0.0003910738,0.0002495248,0.00005915546,0.002868819,0.0005225948],"genre_scores_gemma":[0.9726046,0.000003867624,0.02696535,0.00004362863,0.00004754812,0.00008342964,0.0000117403,0.00005836064,0.0001814901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6738224,"threshold_uncertainty_score":0.8000439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169140785536875,"score_gpt":0.2404876202054348,"score_spread":0.218796212350066,"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."}}