{"id":"W4384499121","doi":"10.1021/acs.langmuir.3c00319","title":"Colloidal Stability Window for Carboxylated Cellulose Nanocrystals: Considerations for Handling, Characterization, and Formulation","year":2023,"lang":"en","type":"article","venue":"Langmuir","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Colloid; Ionic strength; Chemical engineering; Surface charge; Suspension (topology); Nanoparticle; Chemistry; Counterion; Cellulose; Materials science; Organic chemistry; Ion; Aqueous solution","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001467768,0.0004006583,0.0003005502,0.0003444794,0.0002692334,0.0009175237,0.0003539336,0.0004933042,0.0006277864],"category_scores_gemma":[0.001417013,0.0002117939,0.0002484922,0.0001982704,0.0002798548,0.0005140405,0.0002515715,0.0004393095,0.0002486837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009660978,"about_ca_system_score_gemma":0.0006960987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002928995,"about_ca_topic_score_gemma":0.003182892,"domain_scores_codex":[0.9995707,0.00007583437,0.00005135328,0.00008489258,0.0001820361,0.00003522804],"domain_scores_gemma":[0.9993609,0.0003197381,0.00008856301,0.00004282452,0.0001541998,0.00003394755],"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":[0.00003674095,0.00001117188,0.0001465346,0.00004058189,0.000002189535,0.00003373504,0.00001921043,0.0001695471,0.9964423,0.000118183,0.00001747586,0.002962535],"study_design_scores_gemma":[0.000005288341,0.00009568595,0.0008774857,0.00001021307,0.000007394816,0.0001082775,0.00001934863,0.001653639,0.9959611,0.00007430244,0.001179837,0.000007351312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9159404,0.009196971,0.06840093,0.0008367894,0.00007900944,0.0002630142,0.000452952,0.0001890471,0.004640896],"genre_scores_gemma":[0.9124076,0.004882098,0.07961468,0.0001605205,0.00005948403,0.0002257709,0.0004039662,0.00009113604,0.002154665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002928995,"threshold_uncertainty_score":0.007762372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05265389987082809,"score_gpt":0.3087245962217756,"score_spread":0.2560706963509475,"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."}}