{"id":"W4403730557","doi":"10.3390/polym16212984","title":"Temperature-Responsive Injectable Composite Hydrogels Based on Poly(N-Isopropylacrylamide), Chitosan, and Hemp-Derived Cellulose Nanocrystals","year":2024,"lang":"en","type":"article","venue":"Polymers","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Poly(N-isopropylacrylamide); Chitosan; Self-healing hydrogels; Materials science; Composite number; Cellulose; Lower critical solution temperature; Chemical engineering; Nanocrystal; Polymer chemistry; Nanotechnology; Composite material; Polymer; 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":[0.0001534089,0.0003710563,0.000278796,0.0001768202,0.0002055821,0.0001581933,0.0002238612,0.0002539655,0.0000771457],"category_scores_gemma":[0.00006673241,0.0003347747,0.0001484043,0.0002607297,0.0002460586,0.00001277721,0.0001178717,0.0001981142,0.00004430152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000324011,"about_ca_system_score_gemma":0.0002249233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001304331,"about_ca_topic_score_gemma":0.0000123765,"domain_scores_codex":[0.998051,0.0001527913,0.0003115353,0.0007998512,0.0002274243,0.0004573333],"domain_scores_gemma":[0.9990337,0.00006285432,0.00006773518,0.0005964021,0.00003217215,0.0002071287],"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":[0.0002063597,0.00007083023,0.00007539555,0.0000608505,0.00009303436,0.00001902551,0.000121431,0.00004081493,0.9935526,0.00006983722,0.0004367965,0.00525303],"study_design_scores_gemma":[0.0003451282,0.0002305298,0.0001237738,0.00008288079,0.00005412636,0.00003726056,0.00006777993,0.0008758883,0.9819641,0.00002270936,0.01579038,0.0004054765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773717,0.0171722,0.0002541142,0.001579418,0.0001708359,0.0004860715,0.0001339206,0.0001201671,0.002711578],"genre_scores_gemma":[0.9962298,0.0001678504,0.0004477709,0.001137295,0.0001884238,0.0001669856,0.0001579853,0.00009386819,0.001410007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01885812,"threshold_uncertainty_score":0.9999104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007853471047288093,"score_gpt":0.2281849423742282,"score_spread":0.2203314713269401,"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."}}