{"id":"W4362456645","doi":"10.1002/marc.202300053","title":"Highly Stretchable, Repairable, and Tough Nanocomposite Hydrogel Physically Cross‐linked by Hydrophobic Interactions and Reinforced by Surface‐Grafted Hydrophobized Cellulose Nanocrystals","year":2023,"lang":"en","type":"article","venue":"Macromolecular Rapid Communications","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund","keywords":"Nanocomposite; Cellulose; Materials science; Nanocrystal; Nanoparticle; Nanotechnology; Polymer chemistry; Chemical engineering; Composite material; Polymer science","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":[0.00008225968,0.0003239012,0.0001161209,0.0001565232,0.00007872181,0.0001593851,0.0001492202,0.0001710084,0.0006419834],"category_scores_gemma":[0.00009985174,0.000139449,0.0001763707,0.00007326008,0.0001190375,0.0001754767,0.0001212352,0.0002259679,0.0001731618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003600075,"about_ca_system_score_gemma":0.0001896908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008217233,"about_ca_topic_score_gemma":0.001843328,"domain_scores_codex":[0.99993,0.000003697319,0.000004749612,0.00001901733,0.00002420042,0.00001832943],"domain_scores_gemma":[0.9998789,0.00001494846,0.0000437425,0.000007418498,0.00001599048,0.00003902325],"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":[0.000008583687,0.00000528107,0.0000263876,0.00000933841,0.000001494634,0.00001081161,0.000002198746,0.00008789025,0.9994457,0.00002376881,0.000009281002,0.0003690989],"study_design_scores_gemma":[0.000006101731,0.00005559148,0.0006958714,0.000001682604,0.000004556921,0.00004216443,0.000003351029,0.001143745,0.9975207,0.00001498262,0.000507705,0.000003458042],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895974,0.0006452698,0.008065757,0.00004695194,0.00002698765,0.00002422442,0.0001928541,0.000144768,0.001255774],"genre_scores_gemma":[0.9925179,0.0002059255,0.005029087,0.00002854074,0.000008601751,0.00002442627,0.0001542792,0.00002522507,0.002005895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008217233,"threshold_uncertainty_score":0.002612054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143619849772121,"score_gpt":0.251286551267203,"score_spread":0.2398503527694817,"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."}}