{"id":"W4411125543","doi":"10.1016/j.jobab.2025.06.001","title":"Antibacterial and biodegradable bandage with exudate absorption and smart monitoring for chronic wound management","year":2025,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China; Department of Science and Technology of Shandong Province; Alexander von Humboldt-Stiftung","keywords":"Bandage; Exudate; Chronic wound; Absorption (acoustics); Antibacterial activity; Medicine; Microbiology; Wound healing; Bacteria; Materials science; Surgery; Biology; Pathology; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002213573,0.0001142246,0.0002368641,0.0001571746,0.0001404145,0.00008439943,0.00002390869,0.00004329208,0.000001769972],"category_scores_gemma":[0.000007817426,0.00007035163,0.00002275334,0.00009288666,0.00007852239,0.00006980918,0.00002223873,0.00007149592,1.619438e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003596109,"about_ca_system_score_gemma":0.00002925815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002208355,"about_ca_topic_score_gemma":0.000003905969,"domain_scores_codex":[0.999366,0.000009220722,0.0001959895,0.0001786419,0.0001043085,0.0001458801],"domain_scores_gemma":[0.9996299,0.00001528195,0.0001174535,0.00008633728,0.00007136055,0.00007964166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00871681,0.0006197177,0.5503666,0.005554929,0.002383763,0.000259424,0.001079795,0.00000308353,0.1289467,0.0003743208,0.0008144645,0.3008803],"study_design_scores_gemma":[0.01428743,0.004697583,0.85334,0.002893752,0.001568027,0.0005982468,0.0007150167,0.00004373278,0.04700584,0.0003497935,0.07421765,0.0002829674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908062,0.007188414,0.00003455117,0.001422602,0.0002069907,0.0002591501,0.000005639471,0.00000745227,0.00006899339],"genre_scores_gemma":[0.993278,0.002637503,0.002519988,0.00002861744,0.0004171201,0.000002408495,0.000003247615,0.000007858873,0.001105242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3029733,"threshold_uncertainty_score":0.2868856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208168605164128,"score_gpt":0.2654979793309342,"score_spread":0.2534162932792929,"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."}}