{"id":"W4388117071","doi":"10.1016/j.carbpol.2023.121541","title":"Formulation and stabilization of high internal phase emulsions via mechanical cellulose nanofibrils/ethyl lauroyl arginate complexes","year":2023,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Creaming; Chemical engineering; Rheology; Emulsion; Nanocellulose; Cationic polymerization; Pulmonary surfactant; Pickering emulsion; Materials science; Surface tension; Phase (matter); Cellulose; Chemistry; Composite material; Polymer chemistry; Organic chemistry","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":[0.0002435828,0.0001578542,0.0002358064,0.0001891396,0.0001220435,0.00004777729,0.0001243106,0.00007653535,0.0002212221],"category_scores_gemma":[0.0000780344,0.000148017,0.00004977792,0.0005398095,0.0001172039,0.0002691657,0.0001203544,0.00005459271,0.00003634287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003509446,"about_ca_system_score_gemma":0.0000222354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003530328,"about_ca_topic_score_gemma":0.00003782625,"domain_scores_codex":[0.9986208,0.0001138169,0.0004022414,0.0003209385,0.0002409265,0.0003012802],"domain_scores_gemma":[0.9992445,0.0001191913,0.0001643614,0.0002445884,0.00009196115,0.00013545],"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":[0.00006832172,0.00005398173,0.0001697207,0.00003830205,0.000007175684,0.000003048818,0.0005274631,0.0006983581,0.9926501,0.003242472,0.00002924958,0.002511789],"study_design_scores_gemma":[0.0008334843,0.0001583552,0.001146831,0.00003920174,0.00002794798,0.000002433392,0.0001202743,0.08839417,0.9074354,0.001591858,0.0000893781,0.0001606519],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858255,0.00007595206,0.01301972,0.0001305305,0.000430646,0.0002206182,0.0000714382,0.0001580465,0.00006749342],"genre_scores_gemma":[0.999368,0.00002695683,0.0002953596,0.00002163114,0.00003958035,0.00001587262,0.0001048939,0.00002581357,0.0001018835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08769581,"threshold_uncertainty_score":0.603596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987922537522509,"score_gpt":0.2769154860596429,"score_spread":0.2570362606844179,"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."}}