{"id":"W4403378399","doi":"10.1016/j.jcomc.2024.100528","title":"Assessment of chitosan-PVA hydrogels infused with marine collagen peptides for potential wound healing applications","year":2024,"lang":"en","type":"article","venue":"Composites Part C Open Access","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Organization for Women in Science for the Developing World; International Development Research Centre; United Nations Educational, Scientific and Cultural Organization","keywords":"Chitosan; Self-healing hydrogels; Wound healing; Wound dressing; Chemistry; Materials science; Polymer chemistry; Medicine; Biochemistry; Surgery; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002356514,0.0004531179,0.0001361538,0.0001860559,0.00008902972,0.000187666,0.0001182292,0.000269889,0.0005323749],"category_scores_gemma":[0.0002062812,0.0001113703,0.0001856936,0.0001975652,0.0001004418,0.0002442787,0.0001005305,0.0002330163,0.00009291102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001351243,"about_ca_system_score_gemma":0.0001093945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000344334,"about_ca_topic_score_gemma":0.0005424349,"domain_scores_codex":[0.9999052,0.00001431374,0.00001033962,0.00001761184,0.00003034056,0.00002206712],"domain_scores_gemma":[0.9997898,0.00006155713,0.00006563486,0.000008547254,0.00003896533,0.00003548754],"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":[0.0000356134,0.000008096302,0.00004586176,0.0000229549,0.000001612229,0.00001312066,0.000006172702,0.00003429735,0.9994479,0.000004869124,0.000002581177,0.0003769702],"study_design_scores_gemma":[0.000003628506,0.0001913416,0.0009272407,0.000003727485,0.00001048201,0.00002645595,0.000008994782,0.0004875023,0.998184,0.00000556523,0.0001488499,0.000002190364],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931086,0.001228932,0.004773508,0.00002264786,0.00001364017,0.00004228015,0.0001273775,0.00002516259,0.0006577164],"genre_scores_gemma":[0.9918973,0.0008460646,0.005983363,0.00002778839,0.000007707752,0.00006188338,0.0001792924,0.00001980543,0.0009768242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005323749,"threshold_uncertainty_score":0.001781046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02758115441308878,"score_gpt":0.3855682409176042,"score_spread":0.3579870865045154,"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."}}