{"id":"W4416070103","doi":"10.1002/cbic.202500559","title":"Enzymatic Oxidation of Carbohydrate Byproducts for Use in Formation of Chitosan Hydrogels","year":2025,"lang":"en","type":"article","venue":"ChemBioChem","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; HORIZON EUROPE Framework Programme; Canada Excellence Research Chairs, Government of Canada","keywords":"Self-healing hydrogels; Chitosan; Differential scanning calorimetry; Oxidizing agent; Lactose; Cellobiose dehydrogenase; Galactose; Glucose oxidase","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":[0.0001177132,0.0004600223,0.0000938518,0.0001855002,0.00007266444,0.0001611851,0.000131489,0.0002178045,0.000812645],"category_scores_gemma":[0.0001119762,0.000107446,0.0002406069,0.0001574825,0.0001086296,0.0002098893,0.0001689467,0.0003022815,0.0001728904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002165139,"about_ca_system_score_gemma":0.0002164322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004696536,"about_ca_topic_score_gemma":0.00103006,"domain_scores_codex":[0.9999199,0.000007185106,0.000006751109,0.00001274889,0.00003616672,0.00001719824],"domain_scores_gemma":[0.9999406,0.000007746319,0.00002438868,0.000006120069,0.000009949867,0.00001121004],"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":[0.00001103214,0.00000564771,0.00002939926,0.00003232645,0.000002655671,0.00002487976,0.000003592005,0.00004198705,0.999014,0.00003454736,0.00001003559,0.0007899049],"study_design_scores_gemma":[0.000002799668,0.00005523324,0.000533063,0.000003194581,0.000005179084,0.00005470519,0.000003853422,0.0001788385,0.9983753,0.00001096206,0.0007735215,0.000003205088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746912,0.003540049,0.01731381,0.0001109035,0.00007056724,0.0001330201,0.0004154592,0.0001026312,0.003622289],"genre_scores_gemma":[0.9883208,0.001721607,0.007609637,0.00004737056,0.00001147218,0.00005243298,0.0002669066,0.00002096232,0.001948776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000812645,"threshold_uncertainty_score":0.002718568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801274063038205,"score_gpt":0.2470173358925224,"score_spread":0.2290045952621404,"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."}}