{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009490053,0.0001839678,0.0002822031,0.00002271017,0.00007531534,0.00007104433,0.0003401363,0.00008062024,0.0002787643],"category_scores_gemma":[0.0001199266,0.0001697909,0.00004100163,0.0001684965,0.0000769785,0.0002111824,0.0002791969,0.0001195435,0.0001014913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001574525,"about_ca_system_score_gemma":0.0000406745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000492015,"about_ca_topic_score_gemma":0.000001495395,"domain_scores_codex":[0.9985065,0.00003070365,0.0002851496,0.0004643052,0.0003183463,0.0003949855],"domain_scores_gemma":[0.9994799,0.00001703473,0.0000624394,0.0002104232,0.00004039034,0.000189738],"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":[0.0002569745,0.0000235165,0.000845263,0.0001013686,0.000008779133,0.00001859224,0.0009225118,0.0003050541,0.993689,0.000001277272,0.003098076,0.0007295632],"study_design_scores_gemma":[0.0003234292,0.00002171241,0.00007513023,0.00005347628,0.000005559629,5.098311e-7,0.0002622542,0.001040292,0.9928958,0.0002194218,0.004896617,0.0002058221],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914258,0.0004513641,0.005936097,0.000657166,0.0003162863,0.0002817795,0.00007927416,0.0001078467,0.0007444519],"genre_scores_gemma":[0.9733942,0.00002213834,0.02568739,0.000150504,0.0003402583,0.00007004175,0.00003792932,0.00002460279,0.0002729872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01975129,"threshold_uncertainty_score":0.692387,"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."}}