{"id":"W4392750951","doi":"10.2139/ssrn.4757792","title":"Xanthan Gum Modulation of Octenyl Succinic Anhydrate Starch-Based High Internal Phase Emulsions: Characterization, Rheological Behavior, and 3d Printing Applications","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Rheology; Xanthan gum; Starch; Modified starch; Materials science; Chemical engineering; Phase (matter); Polymer science; Chemistry; Composite material; Organic chemistry; Engineering","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":[0.0001708532,0.0002310709,0.0001438684,0.0002431649,0.00008362847,0.0002846221,0.0001175173,0.0001863131,0.0007940938],"category_scores_gemma":[0.0002397442,0.0001276151,0.0002163732,0.0001809962,0.0001570259,0.000254499,0.0001568659,0.0003062796,0.0001820186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001247402,"about_ca_system_score_gemma":0.00009077045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002269222,"about_ca_topic_score_gemma":0.0003646184,"domain_scores_codex":[0.9999068,0.00001292896,0.00000917919,0.00002514281,0.0000292801,0.00001666047],"domain_scores_gemma":[0.9999089,0.00002114163,0.00002894821,0.00000915508,0.00001856116,0.00001322805],"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":[0.00004176975,0.000008241103,0.00005349259,0.00001354641,0.00000181269,0.00001856586,0.0000147767,0.00003871746,0.9989837,0.00002685422,0.000009077489,0.0007894486],"study_design_scores_gemma":[0.000001948874,0.00005402648,0.000735705,9.602372e-7,0.000004787652,0.00001517271,0.000004819012,0.0003266957,0.9986651,0.000008054195,0.0001810119,0.000001733321],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968124,0.0005815527,0.001718864,0.0000197269,0.00001386777,0.000009661901,0.00008103292,0.00003247804,0.0007303462],"genre_scores_gemma":[0.9958037,0.0004058968,0.001915913,0.00001922527,0.000005417362,0.00001236933,0.00009268428,0.00002707658,0.001717754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007940938,"threshold_uncertainty_score":0.00265646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510554711678452,"score_gpt":0.2936772874595852,"score_spread":0.2785717403428007,"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."}}