{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004379012,0.0005361298,0.0004974426,0.000136457,0.0009452467,0.0002589846,0.001133303,0.0002930956,0.00003412518],"category_scores_gemma":[0.0001132053,0.0005846511,0.0002153085,0.0007676646,0.0008044926,0.00004834113,0.001283435,0.0004003046,0.00008274565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006416683,"about_ca_system_score_gemma":0.0001114516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00047954,"about_ca_topic_score_gemma":0.00004279911,"domain_scores_codex":[0.9968785,0.0003956305,0.0007947849,0.00098489,0.000291747,0.0006544308],"domain_scores_gemma":[0.9959776,0.0001437129,0.0003253687,0.003056912,0.000208918,0.0002875153],"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":[0.00009376823,0.0001532422,0.00005881731,0.00003433083,0.000254231,0.000004001262,0.0001833756,0.0001352888,0.9922623,0.0001312376,0.005805014,0.000884383],"study_design_scores_gemma":[0.001368854,0.0001909442,0.00007501752,0.00005635049,0.0001229649,0.00004862709,0.00008083479,0.01903529,0.8215265,0.0001871035,0.1565683,0.0007392291],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882114,0.006763996,0.0006692878,0.001641279,0.00005078874,0.00107212,0.0004420458,0.0003190881,0.0008299814],"genre_scores_gemma":[0.983354,0.004812506,0.002398118,0.0004129172,0.00002482119,0.0005090288,0.003538711,0.0001429423,0.004806991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1707359,"threshold_uncertainty_score":0.9996605,"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."}}