Importance: Patient-driven mobile teledermoscopy may be applicable for monitoring of skin lesions.
Objective: To assess the feasibility, efficacy, and patient receptivity of teledermoscopy for short-term monitoring of clinically atypical nevi.
Design, Setting, And Participants: This was a prospective cohort study performed at an institutional referral center in New York. Consecutive patients 18 years or older, with 1 or more clinically atypical nevi that required short-term monitoring and were accessible by a mobile imaging device were recruited for the study. All 34 patients consented to the study, and 29 completed follow-up. Dermoscopic images were obtained in the office-based setting by a dermatologist and with an iPhone by the patient at baseline and follow-up (3-4 months). Patients completed surveys that included questions about skincare awareness and attitudes toward teledermoscopy. Standard dermoscopic images were evaluated by the office-based dermatologist, and mobile dermoscopic images were sent via the Internet to a teledermatologist to evaluate image quality and presence of significant clinical lesion change. The decisions of the teledermatologist and office-based dermatologist were compared.
Main Outcomes And Measures: (1) Feasibility of using mobile dermatoscope by patients, (2) diagnostic concordance of teledermoscopy vs conventional office-based visit, and (3) patient receptivity to teledermoscopy for short-term monitoring of nevi.
Results: Of the 29 patients who completed the study, 28 (97%) were able to acquire baseline and follow-up images that were subsequently deemed evaluable by the teledermatologist. The diagnostic concordance between conventional office-based visits and teledermoscopy encounters was 0.87 (SE, 0.13) (κ statistic). In addition, patients reported high receptivity to teledermoscopy for short-term monitoring of nevi.
Conclusions And Relevance: Results from this pilot study suggest that teledermoscopy is feasible and effective as a method for short-term monitoring of clinically atypical nevi. The implementation of teledermoscopy can potentially enhance patient convenience, optimize physician scheduling, and promote efficiency.
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http://dx.doi.org/10.1001/jamadermatol.2014.3837 | DOI Listing |
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Department of Software, Faculty of Artificial Intelligence and Software, Gachon University, Seongnam-si, 13120, Republic of Korea.
Network security is crucial in today's digital world, since there are multiple ongoing threats to sensitive data and vital infrastructure. The aim of this study to improve network security by combining methods for instruction detection from machine learning (ML) and deep learning (DL). Attackers have tried to breach security systems by accessing networks and obtaining sensitive information.
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