{"id":"W4376127187","doi":"10.1016/j.carbpol.2023.121000","title":"High throughput disassembly of cellulose nanoribbons and colloidal stabilization of gel-like Pickering emulsions","year":2023,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; University of British Columbia","funders":"Natural Science Foundation of Jiangsu Province; King Saud University; Canada Foundation for Innovation; National Natural Science Foundation of China; Canada Excellence Research Chairs, Government of Canada; Nanjing Forestry University","keywords":"Cellulose; Chemical engineering; Materials science; Pickering emulsion; Sonication; Rheology; Aqueous solution; Colloid; Viscosity; Shear thinning; Polymer chemistry; Composite material; Chemistry; Nanotechnology; Nanoparticle; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002647632,0.0001912802,0.0003988558,0.0001999692,0.0001581051,0.00002043547,0.0001971949,0.00006830753,0.00006156702],"category_scores_gemma":[0.0001816243,0.0001756603,0.00006527974,0.0008997599,0.0005639665,0.0002195295,0.0003599114,0.00007342461,0.00001628655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005858859,"about_ca_system_score_gemma":0.00008881606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004333596,"about_ca_topic_score_gemma":0.00006183282,"domain_scores_codex":[0.9982124,0.0001035983,0.0004227287,0.0003758648,0.0004152269,0.0004701895],"domain_scores_gemma":[0.9989164,0.0002969055,0.0001973871,0.0003356878,0.0001248691,0.0001286992],"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":[0.00002887623,0.00003345397,0.0007563398,0.0001393549,0.00002297425,0.000007131887,0.001315793,0.0006992326,0.9956175,0.001070125,0.00005421662,0.0002550094],"study_design_scores_gemma":[0.000378358,0.0001020321,0.001341868,0.0000594767,0.00003077556,7.6645e-7,0.001692188,0.0004821381,0.9952969,0.0003561587,0.00008592219,0.0001734373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973983,0.0007915988,0.0004518793,0.0001202323,0.0004554504,0.0002814235,0.0001205667,0.000100434,0.0002801455],"genre_scores_gemma":[0.998437,0.0005105803,0.0004052629,0.000009053468,0.00003651843,0.00003595214,0.00002332594,0.00003057696,0.0005116902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00103877,"threshold_uncertainty_score":0.7163219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01888054852271506,"score_gpt":0.2743868529631541,"score_spread":0.2555063044404391,"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."}}