{"id":"W4407021636","doi":"10.1016/b978-0-443-22049-4.00001-1","title":"Cellulose-based nanocomposite hydrogels with metal nanoparticles","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Nanocomposite; Cellulose; Self-healing hydrogels; Materials science; Metal; Nanoparticle; Chemical engineering; Composite material; Nanotechnology; Polymer chemistry; Metallurgy; Engineering","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":[0.0001046897,0.0005220462,0.000138831,0.0001957163,0.00009969465,0.0003283022,0.0002706507,0.0002674326,0.0022607],"category_scores_gemma":[0.00009568644,0.0002234554,0.0002768058,0.0001767603,0.0001342221,0.0005093004,0.0002162999,0.0004270465,0.0007546692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004206013,"about_ca_system_score_gemma":0.0001014738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005196966,"about_ca_topic_score_gemma":0.001151985,"domain_scores_codex":[0.9999427,0.000003414235,0.000003398499,0.00001537763,0.00002079067,0.00001434472],"domain_scores_gemma":[0.9999508,0.00001563981,0.00001592272,0.000003974963,0.000005031221,0.00000860919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003169285,0.00002025899,0.00001655088,0.0001020578,0.000005941466,0.00005607599,0.00001383048,0.0004257321,0.9933479,0.0003424616,0.0002171892,0.005420134],"study_design_scores_gemma":[0.000006117715,0.00006950846,0.0002776748,0.00001321919,0.00001052948,0.00007380595,0.000006232923,0.001701406,0.9921927,0.000127398,0.005514379,0.000007019409],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.841019,0.02420773,0.04567111,0.0004673131,0.0006788837,0.0001331988,0.0005803722,0.001462252,0.08578008],"genre_scores_gemma":[0.9139719,0.007748763,0.0154962,0.000323708,0.0001330389,0.00007803261,0.0002486965,0.000238625,0.06176103],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0022607,"threshold_uncertainty_score":0.007562816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103023645557157,"score_gpt":0.2166724204607789,"score_spread":0.2056421840052073,"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."}}