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Full-Text Articles in Medicine and Health Sciences
Deep Gaze Velocity Analysis During Mammographic Reading For Biometric Identification Of Radiologists, Hong-Jun Yoon, Folami Alamudun, Kathy Hudson, Garnetta Morin-Ducote, Georgia Tourassi
Deep Gaze Velocity Analysis During Mammographic Reading For Biometric Identification Of Radiologists, Hong-Jun Yoon, Folami Alamudun, Kathy Hudson, Garnetta Morin-Ducote, Georgia Tourassi
Journal of Human Performance in Extreme Environments
Several studies have confirmed that the gaze velocity of the human eye can be utilized as a behavioral biometric or personalized biomarker. In this study, we leverage the local feature representation capacity of convolutional neural networks (CNNs) for eye gaze velocity analysis as the basis for biometric identification of radiologists performing breast cancer screening. Using gaze data collected from 10 radiologists reading 100 mammograms of various diagnoses, we compared the performance of a CNN-based classification algorithm with two deep learning classifiers, deep neural network and deep belief network, and a previously presented hidden Markov model classifier. The study showed that …
Implementation Of A Low-Cost Unna Boot Alternative As Adjunctive Treatment For Kaposi Sarcoma, Alexander Robert Mills, Edith Tonui, Sonak Pastakia, Rakhi Karwa, Phelix Were
Implementation Of A Low-Cost Unna Boot Alternative As Adjunctive Treatment For Kaposi Sarcoma, Alexander Robert Mills, Edith Tonui, Sonak Pastakia, Rakhi Karwa, Phelix Were
Engagement & Service-Learning Summit
There are 6 million people living with HIV; 70% reside in Sub-Saharan Africa (SSA). Furthermore, 1.1 million deaths occur due to opportunistic infections (OIs) that can be minimized with antiretroviral therapy. In Kenya, Kaposi Sarcoma (KS) is an especially debilitating OI that presents with dermatologic lesions; magnifying the stigma that patients with HIV face physically and psychosocially. Dermatology research is underway to determine the effectiveness of an unna boot (medicated, layered compression dressing) to speed the healing of these lesions with anecdotal success. Commercially available unna boot products are too expensive and not readily available in SSA. Clinicians from Purdue …