{"id":"W3204626922","doi":"10.3390/ma14195851","title":"Sustainable Chitosan-Dialdehyde Cellulose Nanocrystal Film","year":2021,"lang":"en","type":"article","venue":"Materials","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"National Natural Science Foundation of China; Canada Foundation for Innovation","keywords":"Chitosan; Materials science; Ultimate tensile strength; Oxygen permeability; Chemical engineering; Cellulose; Thermal stability; Composite number; Thermal decomposition; Nanocrystalline material; Periodate; Nanocrystal; Casting; Composite material; Polymer chemistry; Nuclear chemistry; Nanotechnology; Oxygen; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001060155,0.0003803005,0.0001793798,0.0002152924,0.00009937924,0.0002517677,0.0002605176,0.0003087891,0.0006169319],"category_scores_gemma":[0.0001232015,0.0001219372,0.0002436574,0.0001895802,0.00008419467,0.0002675627,0.0001460622,0.0003970823,0.0002041406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004796416,"about_ca_system_score_gemma":0.0002649535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002150535,"about_ca_topic_score_gemma":0.004541543,"domain_scores_codex":[0.9998853,0.000006196564,0.00000822285,0.00003057555,0.00004551319,0.00002413405],"domain_scores_gemma":[0.9999011,0.00001260721,0.00002874183,0.00000657168,0.00003198601,0.00001903653],"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":[0.000009796113,0.000006846503,0.00005623576,0.00004349755,0.000004064721,0.00004089667,0.00000382278,0.00007302282,0.9984398,0.00004488516,0.00002543649,0.001251794],"study_design_scores_gemma":[0.000002645703,0.00003770174,0.0003748411,0.000002872707,0.000008789194,0.00005398996,0.000004669611,0.0006407543,0.9979596,0.00000847216,0.000902401,0.000003278489],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724115,0.006745101,0.01592907,0.0001752771,0.000125359,0.00007164165,0.0004360057,0.0002622883,0.003843806],"genre_scores_gemma":[0.980689,0.002000668,0.01381573,0.00009609944,0.00001210894,0.00003588088,0.0002479954,0.00003121107,0.003071292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002150535,"threshold_uncertainty_score":0.004276037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318087321687306,"score_gpt":0.2687716150417944,"score_spread":0.2555907418249214,"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."}}