Commentary: Solar Ultraviolet Exposure in Individuals Who Perform Outdoor Sport Activities

Chelsea Shope, BA1*, Laura Andrews, BS1, Alan Snyder, MD MSCR2, Manuel Valdebran MD3

1College of Medicine, Medical University of South Carolina

2Department of Dermatology & Dermatologic Surgery, Medical University of South Carolina

3Department of Dermatology & Dermatologic Surgery, Division of Pediatric Dermatology Medical University of South Carolina


Ultraviolet radiation (UVR, 100-400nm) represents a portion of the electromagnetic spectrum between the wavelengths of visible light (400nm-700nm) and x-radiation (400 nm - 100pm). UV energy is further divided into UVA (315nm-400nm), UVB (280nm-315nm), and UVC (100nm-280nm) based on wavelength and energy. Certain molecules, or chromophores, within the skin are known to absorb energy within the UVR range and are responsible for biologic responses to UVR. These molecules include DNA and other nucleic acids, urocanic acid, aromatic amino acids, and melanins.1

As synthesized by Snyder, et. al., UV is measured by the minimal erythema dose (MED), which is the amount of UV exposure that causes erythema within 8 –24 hours, i.e., sunburn. While this is dependent on many individual factors, including Fitzpatrick skin type, during the summer in the U.S. it only takes 12 –15 minutes to achieve erythema ranges.2 There are exogenous chromophores known to absorb UVR, such as those included in sunscreens, that can be used to attenuate the biologic effects of UVR on the skin.1 Sun protective clothing, including long sleeves and hats, may be used to block UVR absorption altogether. Many smart phone applications (apps) for tracking UV exposure have also been developed in recent years.3

Terrestrial ambient sunlight consists primarily of UVA (90-95%) and UVB (5-10%).4 In 2016, nearly half of all Americans participated in outdoor leisure activities such as jogging and running. This includes children, who spend substantial amounts of time outdoors until adolescence or early adulthood. Time spent outdoors for sporting activities increases again in the late 20s for females, and early 30s for males, before gradually declining throughout life.5

The amount of UVR a person is exposed to outdoors varies depending on their geographic location, the solar zenith relative to orientation of the exposed anatomical site,6 the season, and the level of UVR reflectance from surrounding terrains such as snow or water.7 The spectrum and intensity of UVR may also be affected by absorption and scattering by molecules in the atmosphere, such as ozone, and cloud cover.8 Naturally, UVR exposure also differs by sport among athletes due to the unique combination of these factors.

UVR’s ability to damage DNA in the skin leads to mutations that contribute substantially to skin cancer development.9 About 90% of keratinocyte cancers (KCs), the most common form of cancer in the United States (US), arise in part due to exposure to UVR;10 an estimated 5.4 million Americans are diagnosed with KC each year.11,12 While it is clear cumulative UVR exposure increases risk for developing KC, it has been suggested that the number and severity of sun burns across the lifetime increases risk for melanoma, as well.13-15 It has been suggested that increased UVR is associated with an increased number of atypical nevi, which may in turn be associated with cutaneous melanoma. Snyder, et. al., found the number of nevi, atypical nevi, and solar lentigines to be significantly increased in outdoor sports participants.2

However, UVR does have some important benefits, including the cutaneous synthesis of vitamin D3, which occurs along the absorption spectra of UVB.16 Deficient vitamin D levels have been implicated in a wide range of diseases from cancer to diabetes.17 A 2014 meta-analysis concluded that 12.8% of all deaths in the US could be attributed to low serum vitamin D levels.18 Recently we have learned that there other beneficial cutaneous mediators released upon exposure to UVR. It is a complex interplay of these molecules that enact the benefits of UVR, rather than the actions of vitamin D alone.18 While sun exposure can certainly be beneficial, great care must be taken to balance the UVR risk-benefit ratio.

The UV Index (UVI) was developed by the WHO and is a globally recognized measure of UVR intensity. Factors influencing UV intensity include the time of day/year, geographic location, altitude, cloud coverage, and surface reflection.13 Skin cancer incidence rates in the U.S. increase along the latitudinal gradient.2 UVI is a readily accessible and free method to predict UV exposure and risk for sunburn,13 therefore it could be utilized to decrease skin cancer risk. UVI can be measured using chemical films, biologic films, and electronic methods such as dosimeters, sun journals, and UV exposure apps that provide a geo-specific UVI to approximate UV exposure risk, though cost of measuring UV may vary by the specific measurement method employed.2 However, there is generally poor public understanding and awareness of UVI.2,13

The 2020 review article by Snyder, et. al., highlights the opportunity for modern technology, such as the utilization of smart phone apps, to enhance sun hygiene among outdoor leisure-goers and athletes.2 Such apps have the potential to be used for primary skin cancer prevention by enhancing sun safe behaviors19; thus, it is important to consider educating outdoor leisure-goers on relevant mobile technology as an adjunct to education by providers. In January 2022, we searched the Apple (Cupertino, CA) and Android (Google, Menlo Park, CA) app stores for applications that provide UV tracking.3 Search terms included “ultraviolet,” “ultraviolet radiation,” UV,” “UVI,” and “UVR.” In this commentary, we highlight the various categories of apps that may be useful to athletes and outdoor leisure-goers interested in tracking their UVR.

UVI Tracking:

The most simplistic of apps available for download on smart phones solely provide the current UVI (Table 1). These types of apps allow users to either adjust settings to view the UVI on their phone’s home screen, or simply display the current UVI based on GPS location when opened. Several display a UVI scale along with the current UVI. UVI scales are typically paired with broad sun safety recommendations based on the UVI categories of low, moderate to high, and very high to extreme. Some apps will also provide daily updates and alert users when the UVI is 3 or greater, which is the threshold for moderate to high UVI.20

Table 1. Basic UVI Apps

App Category

App Name

Developer

Platform

Cost

Features

UVI Tracking

 

 

 

 

 

 

Fizz Weather

Fizz Software Ltd.

iOS

$0.99

-                      Displays UVI

 

Simple UV Index

Momotech

Android

Free

-                      Displays UVI

 

UV-INDEKS

Kraeftens Bekaemelse

Android

Free

-                      UVI Scale

-                      Generalized sun safety recommendations

-                      Impact of cloud cover on UVI

-                      Alerts when UVI is >3

 

UV Index – UV

Patrick Giudicelli

Android

Free

-                      UVI Scale

-                      Generalized sun safety recommendations

 

UV Meter

Kyu Tae Park

iOS

$0.99

-                      UVI Scale

-                      Generalized sun safety recommendations

 

Weather Clock Widget

Elecont LLC

iOS

Free

-                      Displays UVI

UVI + UV Forecast

 

 

 

 

 

 

EPA’s SunWise UV Index

U.S. Environmental Protection Agency

iOS and Android

Free

-                      UVI Scale

-                      Generalized sun safety recommendations

-                      UV Forecast

 

TANtastic UV

Paper Street Productions, LLC

iOS

Free

-                      UVI Scale

-                      UV Forecast

-                      Push notifications for very high, extreme UVI

-                      Alerts to reapply sunscreen, reposition if sunbathing

-                      Timers to avoid over-exposure to UVR

 

UV index – Tracker and Forecast

Bjorn Jenssen

iOS and Android

Free

-                      UVI Scale

-                      Generalized sun safety recommendations

-                      UV Forecast

UVI + UV Forecast:

This category of apps expands upon simple UVI tracking by offering users UV forecasting (Table 1). These apps display the UVI scale with generalized sun safety recommendations based on current UVI. Again, these apps provide push notifications during times of very high and extreme UVI, reminding users to re-apply sunscreen and setting timers to avoid UVR over-exposure.

Personalized UVI Apps:

A number of apps are available that combine UVI with user phototype to provide personalized recommendations to promote sun smart behaviors (Table 2). The most basic of these apps provide recommendations based solely on phototype and current UVI. Similar, but slightly more advanced, apps allow users to set custom UV alerts or utilize phototype and level of SPF applied to determine maximum sun exposure durations. Other apps determine burn risk, provide sunscreen calculators, and send users sunscreen reminders.

Table 2. Personalized UVI Apps

App Name

Developer

Platform

Cost

Features

SunSmart Global UV

Cancer Council Vic.

iOS and Android

Free

-                      Personalized sun protection based on UVI, skin type

-                      Sunscreen calculator

-                      Estimate of how long users can remain in the sun safely

UV Index

Monirapps

Android

Free

-                      Personalized sun protection based on UVI, skin type

-                      Personalized maximum exposure time

UV Index – Easy. Powerful

Zach Farley

iOS

Free

-                      Personalized sun protection based on UVI, skin type

-                      Personalized maximum exposure time

-                      Set custom UV alerts

UV Index global

SulApp

Android

Free

-                      Personalized sun protection based on UVI, skin type

-                      Determines burn risk, time to burn without protection

-                      Provides sunscreen reminders

UV Lens – UV Index

Spark64

iOS and Android

Free

-                      Personalized sun protection based on UVI, skin type

-                      Determines burn risk, time to burn without protection

-                      Provides sunscreen reminders

Uvlower

Mopius Mobile GmbH

Android

Free

-                      Personalized sun protection based on UVI, skin type

-                      Personalized maximum exposure time based on skin type and SPF applied

Wolfram Sun Exposure Reference App

Wolfram Group LLC

iOS and Android

$0.99

-                      Personalized sun protection based on UVI, skin type

-                      Sunscreen calculator

-                      Estimate of how long users can remain in the sun safely

UVI + Vitamin D:

While minimizing UV exposure offers protection from the potential development of skin cancers, it comes with the risk of lowering vitamin D levels, as the synthesis of active vitamin D is catalyzed by exposure to UVR.13 To maximize the risk-benefit ratio of UVR exposure, this category of apps focuses on providing a balance between sun exposure and vitamin D levels (Table 3). These apps set objectives for users on their daily intake of Vitamin D, as well as sun safety measures based on Fitzpatrick skin phototype and UVI. Some include the use of facial recognition to further individualize recommendations based on “skin age” and health, while other alert users of how long they should stay outdoors and provide warnings when time limits are exceeded.

Table 3. UVI Apps that track Vitamin D

App Name

Developer

Platform

Cost

Features

D Minder

ontometrics

iOS and Android

Free

-                      Personalized sun protection based on UVI, skin type

-                      UV Forecast

-                      Reminder to reapply sunscreen

-                      Alerts users how long they can remain outdoors

-                      Vitamin D intake tracker

-                      Smartwatch integration

QSun

Comfable Inc.

iOS and Android

Free

-                      Personalized sun protection based on UVI, skin type, and facial recognition

-                      UV Forecast

-                      Reminder to reapply sunscreen

-                      Vitamin D intake tracker

UVI Mate

Full Stack Cafe

iOS and Android

Free

-                      Personalized sun protection based on UVI, skin type

-                      UV Forecast

-                      Reminder to reapply sunscreen

-                      Vitamin D intake tracker

-                      Smart watch integration

Multi-Modal Apps:

The most advanced apps integrate UVI technology between smart phone and other devices. “My Skin Track UV (iOS and android)” combines a battery-free wearable electronic sensor that links to an accompanying smart phone app. Within the smart phone app, real-time UV exposure is tracked, and users are provided with personalized “healthy skin” tips. “Sunbeam (iOS + apple watch)” integrate to display the UV index on user watch faces and monitor cumulative UV exposure. This data is integrated with user phototype, allowing the combo app to estimate vitamin D levels and provide sunburn exposure timers. “D minder” (Table 3) can also be integrated with smart watch devices.

Discussion

As synthesized by the 2020 systematic review by Snyder, et. al., to effectively prompt modification of sun protective behaviors, it is important to provide effective, modern instruction and educational support. Apps that monitor UVR have the potential to be incorporated into the clinician’s educational repertoire in such a manner. As the younger population continues to turn away from traditional media methods, and more of the general population depends on technology in their daily routines, it is useful to provide technology-based delivery of health interventions that can be incorporated into daily hygiene routines.21 A large number of smart phone apps for tracking UV exposure have been developed in recent years. However, not all UV smart phone apps are created equal; most apps simply provide UVI and forecast information. Much of the public does not understand what UVI means and are prone to underpredict their erythemal risk.22-24 As such, there is a need for smart phone apps that utilize UVI and user characteristics to provide personalized recommendations that the public are able to understand without the need to interpret the UVI. Several systematic reviews suggest that personalized apps may have the potential to be effective in reinforcing appropriate sun safe behaviors, where apps without this feature have failed during prior investigations.2,25,26

The success of the SunSmart app, which has greater than 300,000 downloads, is attributed to Australia’s massive public health effort aimed at raising skin cancer awareness rather than from user understanding of the UV forecast.2 A handful of randomized controlled trials (RCTs) have demonstrated potential for success when app design follows the “Personalized” and “Multi-Modal” categories of UV apps described above, and when governmental public health campaign support is sought.27-30 However, systematic reviews have shown mixed results regarding the use of messaging to increase comprehension of UVI and sun protective behaviors such as sunscreen use; wearing protective clothing like tightly woven long clothing, hats, and sunglasses; and seeking shade during hours of peak UV intensity, especially among young adults.2,21,22

Prior investigations that have not demonstrated an ability to change behaviors are lacking the incorporation of personalized messaging.21,22,31 As discussed by Snyder et. al., although the 2015 “Solar Cell” study by Buller was able to increase sun protective behaviors in the short term, use of sun protective clothing was not maintained after 12 weeks. Similarly, Buller’s 2016 “Go Smart Sun” study showed no difference in sun safe behaviors between resort-goers who were provided information on UVI and sun safety prior to vacation and those who were not. On the other hand, the 2016 study by Sachse, et. al., was able to increase SPF usage and self-reported change in sun protective behaviors in over half of participants by delivering personalized text messages to participants.27

These mixed results regarding the use of mobile apps holds true across many other chronic health conditions. In 2019, Apinaniz et. al., found no difference in weight loss or adherence to dietary and exercise recommendations among obese and overweight app users versus non-app users. However, all study participants received the same, non-personalized advice on physical activity and diet, regardless of intervention.32 A 2020 study on cancer patients prescribed oral therapies found that, while a personalized app did not improve outcomes for all patients using the app, it was successful in promoting medication adherence for a subset of patients with self-reported adherence difficulty.33 Though the evidence in the literature that apps can improve health outcomes is weak, the majority of studies have follow-up periods of 6 months or less and use a “one-size-fits-all” model of personalization.34 Despite this, meta-analysis demonstrated that the use of apps to modify behaviour offers a slight advantage over traditional health care interventions.34

Still, there are many potential areas for investigation regarding the efficacy of UV tracking apps in user adoption of good sun hygiene. These areas may include the utilization of push notifications, i.e. those that alert users directly, to provide personalized recommendations based on user skin sensitivity for sun safety, and the use of such notifications to alert users when it is time to reapply sunscreen or when they have been outside for extended periods of time.13,35 Future research is also warranted regarding the use of smart watches that can detect UVI. Perhaps these devices could also prompt smart phone notifications when cumulative UV exposure is reaching recommended daily limits and advise users to seek shade.35 Developers could also consider integrating location services to push notifications in real time when smart devices recognize that users are outdoors, or provide interactive features to make apps more engaging.

While the use of smart phone apps has significant potential for public health impact, the technology used by such apps to measure UV must also be investigated. As app technology is relatively new, there are limitations to our knowledge, including accuracy in estimations of UVI and when to make recommendations regarding UV exposure and sun safe behaviors. Apps utilize the MED to warn users of sunburn risk. Standardized erythema dose (SED), on the other hand, is more objective for measuring personal UV exposure and is the method for UV measurement employed by dosimetry.36 Very few detectors of UVR have a sensitivity spectrum similar to that of the human erythema action spectrum and smart phone apps have not been tested in this manner.35 Apps that include vitamin D tracking have yet another hurdle to overcome as research has recently revealed that the threshold dose for the cutaneous synthesis of vitamin D is not valid.16

Though these apps may be helpful in helping outdoor sports participants track their cumulative UVR exposure and provide reminders on how to avoid sunburns, perhaps exposure ratio to ambient (ERTA), would be more useful in quantifying the UV exposure of athletes. This measure compares personal exposure (PE) to ambient UV exposure as a ratio to provide accurate dosimetry measurements that account for personal orientation, solar elevation, and other confounders, all of which vary for outdoor athletes between competitions. ERTA can be used to quantify UV exposure across time and in a variety of settings, which is important for determining PE at specific sporting events. If apps could devise a way to include ERTA in their recommendations, limitations of MED and SED could be avoided. In regard to SED in particular, these limitations include that dosimeters lack ubiquity, require complex calibration, and lack inter-reliability. Multiple studies have shown the need for specific environmental conditions and calibration by scientific-grade fixed instruments for dosimeters to work, which is not practical for tracking personal exposure.8,37,38

In conclusion, apps that provide recommendations for sun safety will be challenged with effectively changing behaviors while maximizing the sensitivity of UVI data. Perhaps utilizing real-time satellite data would be of utility, though environmental factors such as cloud cover may be limiting. This must be balanced with the cost of apps to consumers and attempts to avoid overexposure to UVR if users believe apps will completely protect them from the harmful sequelae of UVR. It will likely be many years before we can truly evaluate the efficacy of apps as public health tools at reducing skin cancer incidence and mortality.

Conflict of Interest: The authors have no conflicts of interest to disclose.

References

  1. Young AR. Chromophores in human skin. Phys Med Biol. 1997; 42(5): 789-802.
  2. Snyder A, Valdebran M, Terrero D, et al. Solar Ultraviolet Exposure in Individuals Who Perform Outdoor Sport Activities. Sports Med Open. 2020; 6(1): 42.
  3. Moran C, Zetler E. A review of smartphone applications for promoting sun protection practices. J Am Acad Dermatol. 2019; 81(2): 613-615.
  4. D'Orazio J, Jarrett S, Amaro-Ortiz A, et al. UV radiation and the skin. Int J Mol Sci. 2013; 14(6): 12222-12248.
  5. Diffey BL. Time and Place as Modifiers of Personal UV Exposure. Int J Environ Res Public Health. 2018; 15(6).
  6. Schmalwieser AW, Siani AM. Review on Nonoccupational Personal Solar UV Exposure Measurements. Photochem Photobiol. 2018; 94(5): 900-915.
  7. ICNIRP statement--Protection of workers against ultraviolet radiation. Health Phys. 2010; 99(1): 66-87.
  8. Diffey BL. Sources and measurement of ultraviolet radiation. Methods. 2002; 28(1): 4-13.
  9. Rigel DS. Cutaneous ultraviolet exposure and its relationship to the development of skin cancer. J Am Acad Dermatol. 2008;58(5 Suppl 2): S129-132.
  10. Koh HK, Geller AC, Miller DR, et al. Prevention and early detection strategies for melanoma and skin cancer. Current status. Arch Dermatol. 1996; 132(4): 436-443.
  11. Rogers HW, Weinstock MA, Feldman SR, et al. Incidence Estimate of Nonmelanoma Skin Cancer (Keratinocyte Carcinomas) in the U.S. Population, 2012. JAMA Dermatol. 2015; 151(10): 1081-1086.
  12. Foundation SC. Our New Approach to a Challenging Skin Cancer Statistic. Skin Cancer Foundation. Sun & Skin News Web site. https://www.skincancer.org/blog/our-new-approach-to-a-challenging-skin-cancer-statistic/. Published 2021. Accessed February 2, 2022.
  13. Huang X, Chalmers AN. Review of Wearable and Portable Sensors for Monitoring Personal Solar UV Exposure. Ann Biomed Eng. 2021; 49(3): 964-978.
  14. Wu S, Cho E, Li WQ, et al. History of Severe Sunburn and Risk of Skin Cancer Among Women and Men in 2 Prospective Cohort Studies. Am J Epidemiol. 2016; 183(9): 824-833.
  15. Mahé E, Beauchet A, de Paula Corrêa M, et al. Outdoor sports and risk of ultraviolet radiation-related skin lesions in children: evaluation of risks and prevention. Br J Dermatol. 2011; 165(2): 360-367.
  16. Young AR, Morgan KA, Harrison GI, et al. A revised action spectrum for vitamin D synthesis by suberythemal UV radiation exposure in humans in vivo. Proc Natl Acad Sci U S A. 2021; 118(40).
  17. Alfredsson L, Armstrong BK, Butterfield DA, et al. Insufficient Sun Exposure Has Become a Real Public Health Problem. Int J Environ Res Public Health. 2020; 17(14).
  18. Chowdhury R, Kunutsor S, Vitezova A, et al. Vitamin D and risk of cause specific death: systematic review and meta-analysis of observational cohort and randomised intervention studies. Bmj. 2014; 348: g1903.
  19. Andersen PA, Buller DB, Walkosz BJ, et al. Environmental variables associated with vacationers' sun protection at warm weather resorts in North America. Environ Res. 2016; 146: 200-206.
  20. UV Index Scale. United States Government. https://www.epa.gov/sunsafety/uv-index-scale-0. Published 2022. Accessed February 14, 2022.
  21. Hacker E, Horsham C, Vagenas D, et al. A Mobile Technology Intervention With Ultraviolet Radiation Dosimeters and Smartphone Apps for Skin Cancer Prevention in Young Adults: Randomized Controlled Trial. JMIR Mhealth Uhealth. 2018; 6(11): e199.
  22. Nicholson A, Murphy M, Walker H, et al. Not part of my routine: a qualitative study of use and understanding of UV forecast information and the SunSmart app. BMC Public Health. 2019; 19(1): 1127.
  23. Italia N, Rehfuess EA. Is the Global Solar UV Index an effective instrument for promoting sun protection? A systematic review. Health Educ Res. 2012; 27(2): 200-213.
  24. Heckman CJ, Liang K, Riley M. Awareness, understanding, use, and impact of the UV index: A systematic review of over two decades of international research. Prev Med. 2019; 123: 71-83.
  25. Weikert AE, Pagoto SL, Handley E, et al. Golfers' Interest in Multilevel Sun-Protection Strategies. Int J Environ Res Public Health. 2021; 18(14).
  26. Lin JS, Eder M, Weinmann S, et al. U.S. Preventive Services Task Force Evidence Syntheses, formerly Systematic Evidence Reviews. In: Behavioral Counseling to Prevent Skin Cancer: Systematic Evidence Review to Update the 2003 U.S. Preventive Services Task Force Recommendation. Rockville (MD): Agency for Healthcare Research and Quality (US); 2011.
  27. Sachse MM, Böttcher S, Pape L, et al. Face-to-face Sun Protection Training and Text Messages Improve Sun Protection Behaviour in Adolescent Organ Transplant Recipients: HIPPOlino Feasibility Study. Acta Derm Venereol. 2016; 96(3): 341-345.
  28. Youl PH, Soyer HP, Baade PD, et al. Can skin cancer prevention and early detection be improved via mobile phone text messaging? A randomised, attention control trial. Prev Med. 2015; 71: 50-56.
  29. Janda M, Youl P, Marshall AL, et al. The HealthyTexts study: a randomized controlled trial to improve skin cancer prevention behaviors among young people. Contemp Clin Trials. 2013; 35(1): 159-167.
  30. Heckman CJ, Darlow SD, Ritterband LM, et al. Efficacy of an Intervention to Alter Skin Cancer Risk Behaviors in Young Adults. Am J Prev Med. 2016; 51(1): 1-11.
  31. Buller DB, Andersen PA, Walkosz BJ, et al. Effect of an intervention on observed sun protection by vacationers in a randomized controlled trial at North American resorts. Prev Med. 2017; 99: 29-36.
  32. Apiñaniz A, Cobos-Campos R, Sáez de Lafuente-Moríñigo A, et al. Effectiveness of randomized controlled trial of a mobile app to promote healthy lifestyle in obese and overweight patients. Fam Pract. 2019; 36(6): 699-705.
  33. Greer JA, Jacobs JM, Pensak N, et al. Randomized Trial of a Smartphone Mobile App to Improve Symptoms and Adherence to Oral Therapy for Cancer. J Natl Compr Canc Netw. 2020; 18(2): 133-141.
  34. Iribarren SJ, Akande TO, Kamp KJ, et al. Effectiveness of Mobile Apps to Promote Health and Manage Disease: Systematic Review and Meta-analysis of Randomized Controlled Trials. JMIR Mhealth Uhealth. 2021; 9(1): e21563.
  35. Kanellis VG. Ultraviolet radiation sensors: a review. Biophys Rev. 2019: 895-899.
  36. Diffey BL, Jansén CT, Urbach F, et al. The standard erythema dose: a new photobiological concept. Photodermatol Photoimmunol Photomed. 1997; 13(1-2): 64-66.
  37. Seckmeyer G, Klingebiel M, Riechelmann S, et al. A critical assessment of two types of personal UV dosimeters. Photochem Photobiol. 2012; 88(1): 215-222.
  38. du Preez DJ, du Plessis JL, Wright CY. Assessing a portable, real-time display handheld meter with UV-A and UV-B sensors for potential application in personal sun exposure studies. Skin Res Technol. 2018; 24(4): 527-534.
 

Article Info

Article Notes

  • Published on: April 05, 2022

Keywords

  • Skin cancer
  • Ultraviolet radiation
  • UV Index
  • Technology

*Correspondence:

Dr. Chelsea Shope,
College of Medicine, Medical University of South Carolina;
Email: shopec@musc.edu

Copyright: ©2022 Shope C. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License.