{"id":"W2030255185","doi":"10.1016/j.fluid.2015.03.035","title":"The UNIFAC model and the partition of alkyl and alkylphenol ethoxylate surfactants in the excess phases of middle phase microemulsions","year":2015,"lang":"en","type":"article","venue":"Fluid Phase Equilibria","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; McLean Foundation","keywords":"Chemistry; Alkylphenol; UNIFAC; Microemulsion; Alkyl; Phase (matter); Thermodynamics; Activity coefficient; Organic chemistry; Chromatography; Pulmonary surfactant; Phase equilibrium; Aqueous solution","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":[0.001228328,0.0002248359,0.0004008067,0.00003399482,0.0001647485,0.00008391695,0.000396609,0.0001035251,0.00004165975],"category_scores_gemma":[0.0002356468,0.0001154284,0.00007885099,0.0002135944,0.0005406503,0.0001978199,0.000119054,0.0001775945,0.000001323304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002089659,"about_ca_system_score_gemma":0.000102321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003603507,"about_ca_topic_score_gemma":0.00008650038,"domain_scores_codex":[0.9981795,0.0002157117,0.0006485357,0.0002685241,0.0003752408,0.0003124661],"domain_scores_gemma":[0.9981591,0.0007854702,0.0002736033,0.0005556272,0.0001162028,0.0001100639],"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":[0.002060289,0.0005561471,0.0004265772,0.00007579079,0.00008686807,0.00000735514,0.006461337,0.0001293352,0.9847588,0.001000378,0.0007763875,0.003660723],"study_design_scores_gemma":[0.07065913,0.0006259825,0.0001256519,0.0008060751,0.0004277386,0.000112664,0.01672349,0.4259658,0.4625517,0.01356266,0.00753419,0.0009048349],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991558,0.005148393,0.00004652661,0.0003923159,0.00009050955,0.0003509388,0.0003240613,0.00001839361,0.002070878],"genre_scores_gemma":[0.9991692,0.0003027455,0.000029333,0.0000405426,0.00005339918,0.0000374473,0.00002245697,0.00002102922,0.000323796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5222071,"threshold_uncertainty_score":0.4707034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06947267802274207,"score_gpt":0.3167720959125901,"score_spread":0.247299417889848,"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."}}