{"id":"W4229068396","doi":"10.26434/chemrxiv-2022-jfvdk","title":"High Humidity Shaker Aging to Access Chitin and Cellulose Nanocrystals","year":2022,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; Centre in Green Chemistry and Catalysis; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Cellulose; Chitin; Nanocrystalline material; Chemical engineering; Aqueous solution; Ammonium persulfate; Humidity; Solvent; Materials science; Nanocrystal; Supramolecular chemistry; Shaker; Nanocellulose; Relative humidity; Pulp (tooth); Nanotechnology; Chemistry; Pulp and paper industry; Chitosan; Organic chemistry; Composite material; Polymer; Molecule","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":[0.0001939518,0.0003225804,0.0002057573,0.0001316181,0.0001617642,0.0002117519,0.0001912467,0.0002927152,0.001959238],"category_scores_gemma":[0.0001579519,0.0001627763,0.0001784349,0.0001237274,0.0001616364,0.0002816874,0.0002347854,0.0006971618,0.0005166004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598483,"about_ca_system_score_gemma":0.0001589834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006376061,"about_ca_topic_score_gemma":0.001852874,"domain_scores_codex":[0.999826,0.00001103369,0.00001102294,0.00005590188,0.0000562929,0.00003984294],"domain_scores_gemma":[0.999894,0.00002932836,0.00002402697,0.00001784021,0.00001862887,0.00001615131],"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":[0.0000119893,0.000006874634,0.00003955833,0.00002419142,0.000001702958,0.0000196274,0.00001388379,0.00002063107,0.9986632,0.00007523666,0.00004286905,0.001080246],"study_design_scores_gemma":[0.000001665405,0.00003195986,0.0003945596,0.000001311847,0.00000143049,0.00002767154,0.000005306939,0.0002860729,0.9984131,0.00001300815,0.0008210019,0.000002884546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655001,0.002023423,0.02564399,0.0001162655,0.0001059133,0.00008975989,0.0004150035,0.0004414988,0.005664115],"genre_scores_gemma":[0.9790053,0.0009313494,0.01476412,0.00009069189,0.00002057056,0.00007089702,0.0002934858,0.0001078177,0.004715703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001959238,"threshold_uncertainty_score":0.006554306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05113108643788523,"score_gpt":0.3427294072367225,"score_spread":0.2915983207988373,"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."}}