{"id":"W4387007579","doi":"10.2139/ssrn.4583152","title":"Stability and Rheology of Water-in-Oil High Internal Phase Emulsions Containing Continuous Phase Solid Fat","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Rheology; Phase (matter); Materials science; Stability (learning theory); Chemical engineering; Composite material; Chemistry; Computer science; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002226926,0.0001928723,0.000158664,0.0003756677,0.0001811526,0.0004104381,0.0001720165,0.0001854818,0.001191446],"category_scores_gemma":[0.0005274281,0.00008670718,0.0001863627,0.0002079065,0.0003151011,0.0003039788,0.0001992751,0.0005937772,0.000239469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002855694,"about_ca_system_score_gemma":0.0001956973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001346757,"about_ca_topic_score_gemma":0.0005557347,"domain_scores_codex":[0.9998865,0.00001379133,0.000008319106,0.0000324841,0.00003249429,0.00002627469],"domain_scores_gemma":[0.9997376,0.00007775959,0.00005179382,0.00001812145,0.0000719941,0.00004273538],"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":[0.0009679856,0.00005036702,0.001171644,0.00002625071,0.00001650423,0.00007786651,0.00007737433,0.0003162156,0.9947606,0.0002073909,0.00006683781,0.002261067],"study_design_scores_gemma":[0.00001518124,0.0002969773,0.004070055,0.000004449535,0.00001770539,0.00003369007,0.00003682508,0.002358548,0.9927341,0.00006042704,0.0003647718,0.00000732275],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974806,0.0003917321,0.000962712,0.00003026375,0.00002033435,0.000006149516,0.0001478319,0.00002281269,0.0009377229],"genre_scores_gemma":[0.9983904,0.0001204053,0.0003086847,0.00001275448,0.000005984922,0.000004260824,0.0001347642,0.00001592467,0.001006944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001346757,"threshold_uncertainty_score":0.003985763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517205245463362,"score_gpt":0.2865952475720804,"score_spread":0.2714231951174468,"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."}}