{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004328931,0.0003955119,0.000788913,0.0001108675,0.0001285486,0.00007099947,0.0004286197,0.0001604181,0.00003385599],"category_scores_gemma":[0.0002637446,0.0002596451,0.000138988,0.000305949,0.001179012,0.0004590942,0.0005253421,0.0001311592,0.00002801038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281407,"about_ca_system_score_gemma":0.00008831966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000112333,"about_ca_topic_score_gemma":0.00001191158,"domain_scores_codex":[0.9968545,0.000252162,0.0006245172,0.0007997871,0.0005908725,0.0008781184],"domain_scores_gemma":[0.9986471,0.000412273,0.0002336785,0.0003961664,0.0001679871,0.0001427742],"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":[0.0004712509,0.0002750131,0.00007610494,0.0001743353,0.00004357773,0.00004583688,0.0007032779,0.000004881446,0.9943877,0.0009404009,0.000001249799,0.002876312],"study_design_scores_gemma":[0.002401412,0.0002589566,0.00007297048,0.0004048906,0.00002155547,0.00001621842,0.00004372463,0.0002483454,0.9936014,0.002520207,0.000053865,0.000356454],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869125,0.002519332,0.009446012,0.0001324803,0.00006861303,0.0006476378,0.00006639833,0.00009167567,0.0001153532],"genre_scores_gemma":[0.9966069,0.0001207337,0.002903992,0.00002654102,0.00007321969,0.0001503836,0.00000217254,0.00004643373,0.00006957348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009694453,"threshold_uncertainty_score":0.9999856,"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."}}