{"id":"W4415650235","doi":"10.1002/adfm.202520327","title":"Closed‐Loop Responsive Smart Bandages for Dynamic Monitoring and Self‐Regulated Antibacterial Therapy in Wound Healing","year":2025,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Government of Jiangsu Province; Natural Sciences and Engineering Research Council of Canada; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China; Alexander von Humboldt-Stiftung","keywords":"Bandage; Wound healing; Antibacterial activity; Bacterial cellulose; Combination therapy; Chitosan","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":[],"consensus_categories":[],"category_scores_codex":[0.0002387077,0.0001751788,0.0003754316,0.000183897,0.000156363,0.00004313471,0.0000272406,0.0001167278,0.00003154957],"category_scores_gemma":[0.00009238887,0.0001543574,0.00003770348,0.000132686,0.00003350256,0.00009808659,0.00001699139,0.00006420551,0.000003081862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001604434,"about_ca_system_score_gemma":0.0001243397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004372593,"about_ca_topic_score_gemma":0.000006194065,"domain_scores_codex":[0.9989336,0.00005904283,0.0003328711,0.0003239333,0.0001066995,0.0002438778],"domain_scores_gemma":[0.9993702,0.0002434086,0.00007502936,0.0001428448,0.0001182194,0.00005027243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01264794,0.0002815369,0.01629668,0.0002022318,0.0002424462,0.00001723187,0.0001322672,0.00006552053,0.9648727,0.0002758811,0.00002667378,0.00493886],"study_design_scores_gemma":[0.01124736,0.0006747801,0.7061844,0.000529313,0.00007666914,0.00001901649,0.00009445595,0.00002548276,0.2774814,0.002087609,0.001402486,0.0001770325],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955061,0.0005218438,0.0001211804,0.0005596604,0.002283857,0.0008235857,0.00005763246,0.00009031107,0.0000358388],"genre_scores_gemma":[0.9960345,0.0004889242,0.0020417,0.0001079881,0.0001797666,0.000136312,0.0001777109,0.00002214437,0.0008109683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6898877,"threshold_uncertainty_score":0.6294513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730612321377136,"score_gpt":0.3196566595393743,"score_spread":0.302350536325603,"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."}}