{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005303855,0.000276763,0.0004954367,0.00007427254,0.0003484763,0.0003802101,0.0003412169,0.00009815948,0.009315361],"category_scores_gemma":[0.0006464653,0.0002498274,0.00007571479,0.0002697173,0.0001979737,0.0003860367,0.000782469,0.00008943141,0.0009112368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028884,"about_ca_system_score_gemma":0.0002341098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001354105,"about_ca_topic_score_gemma":0.000009746836,"domain_scores_codex":[0.9969887,0.0003286433,0.0004512703,0.0006123962,0.0005100403,0.001108916],"domain_scores_gemma":[0.9987622,0.000147253,0.0001308947,0.0005827812,0.000199863,0.0001769976],"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":[0.00005020582,0.00008088755,0.00001981716,0.0002125404,0.0000142337,0.0008054036,0.0002789895,0.00002289164,0.9919569,0.004437489,0.002051353,0.00006930669],"study_design_scores_gemma":[0.0004178439,0.00005001028,0.0001418411,0.00003009005,0.00001300838,0.00003349569,0.0009217052,0.000002572785,0.9752858,0.002250317,0.02056668,0.0002866283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862028,0.0007920974,0.0003139547,0.0003851892,0.0009714401,0.0003267959,0.0001202695,0.0002175103,0.01066994],"genre_scores_gemma":[0.9720969,0.000143249,0.002157297,0.0001214499,0.000489714,0.0001098877,0.00005889119,0.00004887628,0.02477378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01851533,"threshold_uncertainty_score":0.9999954,"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."}}