{"id":"W2225592304","doi":"10.1021/acs.biomac.5b01598","title":"Enhanced Mechanical Properties in Cellulose Nanocrystal–Poly(oligoethylene glycol methacrylate) Injectable Nanocomposite Hydrogels through Control of Physical and Chemical Cross-Linking","year":2016,"lang":"en","type":"article","venue":"Biomacromolecules","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":206,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Self-healing hydrogels; Methacrylate; Chemical engineering; Ethylene glycol; Polymer; Materials science; Swelling; Dynamic mechanical analysis; Nanocomposite; Polymer chemistry; Nanotechnology; Composite material; Copolymer","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":[0.0001430809,0.0003021593,0.00009952729,0.0001057282,0.00005409098,0.0001986091,0.0001291306,0.0001638411,0.0004937043],"category_scores_gemma":[0.0001575406,0.0001208528,0.0001234863,0.00007224807,0.0001160837,0.0002440296,0.00009755043,0.0002672274,0.0001163266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002356484,"about_ca_system_score_gemma":0.0001411667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003929105,"about_ca_topic_score_gemma":0.000812662,"domain_scores_codex":[0.9999379,0.000006510601,0.000005916899,0.0000175986,0.00001889526,0.00001308859],"domain_scores_gemma":[0.9998883,0.0000258673,0.00004846985,0.000007168904,0.00001274845,0.00001739219],"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":[0.000009281088,0.000005637979,0.00002434816,0.000007924602,8.891556e-7,0.000007406419,0.00000309076,0.00005671622,0.9994321,0.00002177881,0.00000431328,0.0004264768],"study_design_scores_gemma":[0.00000277095,0.00003671141,0.0004133933,0.00000125411,0.000002841851,0.00001940738,0.000002051517,0.000959846,0.9983215,0.00001004921,0.0002279893,0.000002168301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900417,0.0005883542,0.0080261,0.00004023482,0.00001806364,0.00001687604,0.0001063295,0.000097576,0.001064773],"genre_scores_gemma":[0.9911574,0.0003403758,0.00727057,0.00002890341,0.00000624604,0.00002203405,0.00007685967,0.00002791531,0.001069612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004937043,"threshold_uncertainty_score":0.001709759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557137258084193,"score_gpt":0.2804792697993923,"score_spread":0.2649078972185503,"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."}}