{"id":"W4236929542","doi":"10.2139/ssrn.3925454","title":"Reduction of Surface Oil on the Spray-Dried Microcapsules by Regulating Physicochemical Properties of Emulsion with Bacterial Cellulose Nanofibrils","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Emulsion; Cellulose; Bacterial cellulose; Chemical engineering; Materials science; Chemistry; Chromatography","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":[0.0001842406,0.000263783,0.0001983307,0.0001291466,0.0001015153,0.000229109,0.0001436242,0.0001892354,0.0004948753],"category_scores_gemma":[0.0002085299,0.0001111525,0.0002509115,0.0000696106,0.0001833372,0.0002672231,0.000164611,0.0003002738,0.0001383791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003338063,"about_ca_system_score_gemma":0.0001647613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007354026,"about_ca_topic_score_gemma":0.0008888651,"domain_scores_codex":[0.9998839,0.00000849342,0.000008065994,0.0000334212,0.00003228758,0.00003380943],"domain_scores_gemma":[0.9998759,0.00002636306,0.00004221942,0.000007885848,0.00002792895,0.0000197767],"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":[0.00002025293,0.000003279145,0.00002130384,0.00001063893,0.000001164681,0.000007767671,0.000007706605,0.00003322797,0.9996291,0.00001302317,0.00000412615,0.0002482969],"study_design_scores_gemma":[0.000001709787,0.00002922656,0.0003021238,0.000001042548,0.000002412155,0.000006006736,0.000004050798,0.0003710169,0.9991924,0.000004165044,0.00008465344,0.000001280066],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966144,0.0003727874,0.00236175,0.00002757707,0.00001633867,0.00001029123,0.00003833228,0.00003707979,0.0005212976],"genre_scores_gemma":[0.9964015,0.0002957219,0.002246643,0.00002809595,0.00000887403,0.00001428394,0.00004868527,0.00002396194,0.0009321569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007354026,"threshold_uncertainty_score":0.002421916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004279662591009977,"score_gpt":0.1696331048418046,"score_spread":0.1653534422507947,"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."}}