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FT-ARM: Fine-Tuned Agentic Reflection Multimodal Language Model for Pressure Ulcer Severity Classification with Reasoning
Reza Saadati Fard, Emmanuel Agu, Palawat Busaranuvong +5
Pressure ulcers (PUs) are a serious and prevalent healthcare concern. Accurate classification of PU severity (Stages I-IV) is essential for proper treatment but remains challenging…
Explainable, Multi-modal Wound Infection Classification from Images Augmented with Generated Captions
Palawat Busaranuvong, Emmanuel Agu, Reza Saadati Fard +4
Infections in Diabetic Foot Ulcers (DFUs) can cause severe complications, including tissue death and limb amputation, highlighting the need for accurate, timely diagnosis. Previous…
Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral
Reza Saadati Fard, Emmanuel Agu, Palawat Busaranuvong +4
Chronic wounds affect 8.5 million Americans, particularly the elderly and patients with diabetes. These wounds can take up to nine months to heal, making regular care essential to…