{"id":"W2020987268","doi":"10.1016/j.actbio.2009.07.027","title":"Collagen and glycopolymer based hydrogel for potential corneal application","year":2009,"lang":"en","type":"article","venue":"Acta Biomaterialia","topic":"Proteoglycans and glycosaminoglycans research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":97,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; University of Ottawa; Ottawa Hospital","funders":"","keywords":"Self-healing hydrogels; Materials science; Polymer; Ethylene glycol; Fourier transform infrared spectroscopy; Glycopolymer; Adhesion; Biocompatibility; Tissue engineering; Chemical engineering; Polymer chemistry; Ultimate tensile strength; Polymerization; Composite material; Biomedical engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001323105,0.0001432095,0.0001255556,0.00004440013,0.0001197665,0.00006830748,0.0001560148,0.0001595689,0.00002238894],"category_scores_gemma":[0.00001471922,0.000134602,0.00005109761,0.00006436732,0.00007131338,0.000004816065,0.00004013447,0.00001429156,0.000004531681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001076638,"about_ca_system_score_gemma":0.00006551264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005224769,"about_ca_topic_score_gemma":0.000007423581,"domain_scores_codex":[0.9990689,0.00002385556,0.000159974,0.0003583414,0.0001061518,0.0002827377],"domain_scores_gemma":[0.9994966,0.000003776034,0.00005499413,0.0002821205,0.0000584567,0.0001040385],"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":[0.0005539365,0.00004736537,0.00005272916,0.00001743004,0.00001575755,0.000001768381,0.000005376212,8.823916e-7,0.992815,0.00005886576,0.003496002,0.002934868],"study_design_scores_gemma":[0.001205222,0.0005957335,0.001092794,0.000004527598,0.00001566846,0.00001386888,0.000006094289,0.0008614509,0.9646477,0.0001432153,0.0312326,0.0001811356],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910655,0.0001606611,0.006960854,0.0006998362,0.0001723244,0.0006340116,0.0001882902,0.00002178002,0.00009673937],"genre_scores_gemma":[0.9972181,0.00002754009,0.001101812,0.0003389747,0.0003092858,0.0001061164,0.0005873138,0.00001718786,0.0002936516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02816733,"threshold_uncertainty_score":0.5488911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007493367232560696,"score_gpt":0.2647779892103297,"score_spread":0.257284621977769,"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."}}