{"id":"W2918185215","doi":"10.1016/j.jcis.2019.02.097","title":"Hairy cationic nanocrystalline cellulose as a novel flocculant of clay","year":2019,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Flocculation; Isoelectric point; Zeta potential; Chemistry; Cellulose; Cationic polymerization; Chemical engineering; Dynamic light scattering; Light scattering; Materials science; Polymer chemistry; Scattering; Nanotechnology; Nanoparticle; Optics; Organic chemistry; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001478262,0.0001160757,0.0003177798,0.0002071689,0.0001136729,0.0000808085,0.000553067,0.00002905715,0.0001902116],"category_scores_gemma":[0.0004030048,0.00008214993,0.00005804716,0.0004501276,0.0007370814,0.0007478842,0.0002582191,0.0001527701,0.00003879149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099311,"about_ca_system_score_gemma":0.0005504044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001830746,"about_ca_topic_score_gemma":0.000003013981,"domain_scores_codex":[0.9981003,0.00003048589,0.0004930376,0.0002234114,0.0008405705,0.0003121263],"domain_scores_gemma":[0.9983449,0.000117731,0.0004608528,0.0001999655,0.0007213866,0.0001551462],"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":[0.00008428749,0.00006883622,0.0001729096,0.00004286648,0.000006584441,0.000001088555,0.0004405733,0.000569786,0.9980057,0.0004203571,0.00008066981,0.0001062995],"study_design_scores_gemma":[0.0005256518,0.0006547438,0.0003616723,0.0001656512,0.000007540507,0.00009002265,0.0004858949,0.0007543022,0.994836,0.0003277628,0.001695474,0.00009524785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926337,0.001142407,0.003519164,0.0002295547,0.0004577225,0.0001548758,0.000006049035,0.000005891035,0.001850644],"genre_scores_gemma":[0.9944068,0.0002564586,0.003474378,0.00002983996,0.00003989496,0.000001250444,8.923475e-8,0.000006044833,0.001785298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003169706,"threshold_uncertainty_score":0.3349977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119487095344787,"score_gpt":0.2981204066497192,"score_spread":0.2861716971152405,"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."}}