{"id":"W3084979054","doi":"10.3389/fchem.2020.00655","title":"Cellulose Nanocomposite Hydrogels: From Formulation to Material Properties","year":2020,"lang":"en","type":"article","venue":"Frontiers in Chemistry","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Etelä-Karjalan Rahasto; Kempestiftelserna; Kempe Foundation","keywords":"Self-healing hydrogels; Vinyl alcohol; Crystallinity; Materials science; Chemical engineering; Composite number; Absorption of water; Cellulose; Nanocomposite; Ultimate tensile strength; Polymer; Composite material; Polymer chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003736868,0.0004357703,0.000202104,0.0002864854,0.00008596278,0.0003591214,0.0002247465,0.0002234978,0.001027552],"category_scores_gemma":[0.0002636631,0.0001556683,0.000177394,0.0002328959,0.0001241293,0.000476248,0.0001716257,0.0004359577,0.0003285592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003651268,"about_ca_system_score_gemma":0.0001685513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002411217,"about_ca_topic_score_gemma":0.0003902254,"domain_scores_codex":[0.9998925,0.00001126581,0.000009570797,0.00003099939,0.00004001379,0.00001568075],"domain_scores_gemma":[0.999864,0.00004004709,0.00003999907,0.000008294076,0.00002680953,0.0000208098],"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":[0.00003831975,0.00002967872,0.00009797524,0.0001638642,0.000004973292,0.00004180583,0.00001610055,0.000330981,0.9883959,0.0001502948,0.00005554231,0.0106746],"study_design_scores_gemma":[0.000004412972,0.0001243486,0.0008234702,0.00002096297,0.00001047457,0.0001321655,0.000008657591,0.001028015,0.9945807,0.00009808629,0.003160806,0.000007892771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8627412,0.0577378,0.06405862,0.0007824643,0.0002183854,0.0001808256,0.001125329,0.0006168288,0.0125386],"genre_scores_gemma":[0.9359105,0.02573148,0.02940834,0.0002336671,0.0001048215,0.0001099801,0.0004052395,0.0001620758,0.007933944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001027552,"threshold_uncertainty_score":0.003437519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070339992245373,"score_gpt":0.2416852052279555,"score_spread":0.2209818053055018,"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."}}