{"id":"W4214867962","doi":"10.1016/j.jcis.2022.02.140","title":"Emulsions undergoing phase transition: Effect of emulsifier type and concentration","year":2022,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Emulsion; Wax; Pickering emulsion; Rheology; Paraffin wax; Viscosity; Chemical engineering; Materials science; Transition point; Phase (matter); Chromatography; Chemistry; Composite material; Organic chemistry; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005081136,0.0004416245,0.000435246,0.0003513344,0.0002318241,0.0006039821,0.0003069414,0.0004520594,0.001458856],"category_scores_gemma":[0.001622796,0.0002849162,0.0002841707,0.0003530449,0.000298696,0.0006812704,0.0002213649,0.000629719,0.000394977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003369583,"about_ca_system_score_gemma":0.0004465988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00173135,"about_ca_topic_score_gemma":0.001534692,"domain_scores_codex":[0.9996972,0.00005485771,0.00004188929,0.00007508493,0.00005418779,0.0000768302],"domain_scores_gemma":[0.9992275,0.0003577766,0.0001137941,0.0000329301,0.0001698907,0.00009810674],"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":[0.001524226,0.0001034021,0.0001888327,0.00005673984,0.00001488364,0.00006107008,0.00003569827,0.0001452404,0.9961934,0.00005139537,0.00005166571,0.00157347],"study_design_scores_gemma":[0.00003414444,0.0004016489,0.0006427399,0.000007376137,0.00002595853,0.00002929681,0.00001411855,0.0005282118,0.9980367,0.00001774044,0.0002557145,0.000006442471],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948513,0.001325139,0.001875527,0.00006171189,0.00005649828,0.00006075553,0.0002501833,0.00008389414,0.00143501],"genre_scores_gemma":[0.9952597,0.001116917,0.001858111,0.00006564151,0.00001935545,0.00002458516,0.0002331752,0.0000457792,0.001376737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00173135,"threshold_uncertainty_score":0.004880369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037915599700465,"score_gpt":0.300713910078544,"score_spread":0.2903347540815394,"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."}}