{"id":"W4284973770","doi":"10.26434/chemrxiv-2022-jfvdk-v2","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; Parks Canada; Centre in Green Chemistry and Catalysis; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Cellulose; Ammonium persulfate; Nanocrystalline material; Chitin; Humidity; Chemical engineering; Materials science; Solvent; Relative humidity; Pulp and paper industry; Extraction (chemistry); Nanocrystal; Pulp (tooth); Nanocellulose; Chemistry; Nanotechnology; Organic chemistry; Composite material; Chitosan; Polymer","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":[0.0002091198,0.0002816138,0.0001985932,0.0001152525,0.0001629165,0.0002099025,0.0001688961,0.0002471066,0.002234171],"category_scores_gemma":[0.000139954,0.0001367983,0.0001893258,0.0001007132,0.0001544137,0.0002879018,0.000225214,0.0006757978,0.0007703482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001810048,"about_ca_system_score_gemma":0.0001639089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003905255,"about_ca_topic_score_gemma":0.001384309,"domain_scores_codex":[0.9998567,0.00001072688,0.000009986961,0.00004416117,0.00004892973,0.00002943267],"domain_scores_gemma":[0.9998891,0.00003373877,0.0000222617,0.00002193737,0.00001760244,0.00001530005],"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":[0.00001116215,0.000006124807,0.00004888073,0.00002952726,0.00000191777,0.00002034489,0.00001177567,0.00001602509,0.9981946,0.00007829719,0.00004346928,0.001537891],"study_design_scores_gemma":[0.000001223456,0.00003859661,0.0004844697,0.000001711085,0.000001725827,0.0000466383,0.000006280086,0.0001989753,0.9978867,0.00001720057,0.001313755,0.000002675446],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9237216,0.003610936,0.06314014,0.0001553447,0.0001567522,0.0001355994,0.0005594183,0.0005627917,0.007957363],"genre_scores_gemma":[0.9616449,0.001686885,0.0289143,0.0001127231,0.00002795862,0.00008851417,0.0004369299,0.0001439771,0.006943902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002234171,"threshold_uncertainty_score":0.007474005,"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."}}