Global Burden of Skin Disease: Inequities and Innovations
Open accessAbstract
Purpose of review We review the current understanding of the burden of dermatological disease through the lens of the Global Burden of Disease project, evaluate the impact of skin disease on quality of life in a global context, explore socioeconomic implications, and finally summarize interventions towards improving quality of dermatologic care in resource-poor settings.Recent findings The Global Burden of Disease project has shown that skin diseases continue to be the 4 th leading cause of nonfatal disease burden world-wide. However, research efforts and funding do not match with the relative disability of skin diseases. International and national efforts, such as the WHO List of Essential Medicines, are critical towards reducing the socioeconomic burden of skin diseases and increasing access to care. Recent innovations such as teledermatology, point-of-care diagnostic tools, and task-shifting help to provide dermatological care to underserved regions in a cost-effective manner.Summary Skin diseases cause significant non-fatal disability worldwide, especially in resource-poor regions. Greater impetus to study the burden of skin disease in low resource settings and policy efforts towards delivering high quality care are essential in improving the burden of skin diseases.
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- Premisecitation
Seniors were much more likely to experience disability due to a skin condition.
“Seniors were much more likely to experience disability due to a skin condition.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [9] Jobanputra R, Bachmann M. The effect of skin diseases on quality of life in patients from different social and ethnic groups in Cape Town. South Africa Int J Dermatol. 2000;39(11):826–31. source
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- Premisecitation
GBD skin disease burden estimates are likely underestimated because dermatological manifestations of systemic illnesses are not individually categorized, e.g., lupus burden is included under musculoskeletal disease.
“the dermatological manifestations of systemic illnesses are not necessarily individually categorized; the burden of lupus erythematosus is therefore entirely included under that of musculoskeletal disease”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [4] • Hay RJ, Johns NE, Williams HC, Bolliger IW, Dellavalle RP, Margolis DJ, et al. The global burden of skin disease in 2010: an analysis of the prevalence and impact of skin conditions. J Invest Dermatol. 2014;134(6):1527–34. Epidemiological study based on the 2010 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
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- Premisecitation
Far fewer studies examine quality of life in patients with skin conditions in resource-poor settings than in resource-replete settings.
“Far fewer studies exist examining the QoL of patients with skin conditions in the resource-poor world”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [9] Jobanputra R, Bachmann M. The effect of skin diseases on quality of life in patients from different social and ethnic groups in Cape Town. South Africa Int J Dermatol. 2000;39(11):826–31. source
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- cites [13] Weisshaar E, Apfelbacher C, Jäger G, Zimmermann E, Bruckner T, Diepgen TL, et al. Pruritus as a leading symptom: clinical characteristics and quality of life in German and Ugandan patients. Br J Dermatol. 2006;155(5):957–64. source
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Many dermatologic medicines from the WHO List of Essential Medicines are not available in hospital pharmacies.
“many dermatologic medicines from this list are not available in hospital pharmacies”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [26] Narwane S, Patel T, Shetty Y, Chikhalkar S. Drug utilization and cost analysis for common skin diseases in dermatology OPD of an Indian tertiary care hospital-a prescription survey. 2011. source
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- Premisecitation
In Ugandan patients, there is a significant burden of depressed mood and poor self-image secondary to pruritus.
“a study of QoL in Ugandan patients found a significant burden of depressed mood and poor self-image secondary to pruritus”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [13] Weisshaar E, Apfelbacher C, Jäger G, Zimmermann E, Bruckner T, Diepgen TL, et al. Pruritus as a leading symptom: clinical characteristics and quality of life in German and Ugandan patients. Br J Dermatol. 2006;155(5):957–64. source
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There remains a mismatch between resource allocation and the skin diseases with the greatest disability burden, both in grant funding and systematic reviews.
“There remains a mismatch between resource allocation and the skin diseases with the greatest disability burden – both in grant funding and systematic reviews”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [29] • Karimkhani C, Boyers LN, Margolis DJ, Naghavi M, Hay RJ, Williams HC, et al. Comparing cutaneous research Funded by the National Institute of Arthritis and Musculoskeletal and Skin Diseases with 2010 Global Burden of Disease results. PLOS ONE. 2014;9(7):e102122. Study examines relationship of NIAMS grant funding with relative skin disease burden for 15 skin diseases included in the Global Burden of Disease 2010. source
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- cites [30] Karimkhani C, Boyers LN, Prescott L, Welch V, Delamere FM, Nasser M, et al. Global burden of skin disease as reflected in Cochrane Database of Systematic Reviews. JAMA Dermatol. 2014;150(9):945–51. source
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- Premisecitation
Infectious skin conditions such as viral warts, pyoderma, cellulitis, and scabies cause greater burden among children.
“infectious causes of skin conditions, such as viral warts, pyoderma, cellulitis, and scabies, causing greater burden among children”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] •• Karimkhani C, Dellavalle RP, Coffeng LE, Flohr C, Hay RJ, Langan SM, et al. Global skin disease morbidity and mortality: An Update From the Global Burden of Disease Study 2013. JAMA Dermatol [Internet]. 2017 Mar 1. Epidemiological study based on the 2013 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
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Clinical severity has not been uniformly associated with decreased quality of life.
“clinical severity has not been uniformly associated with decreased QoL”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [16] Mosam A, Vawda NB, Gordhan AH, Nkwanyana N, Aboobaker J. Quality of life issues for South Africans with acne vulgaris. Clin Exp Dermatol. 2005;30(1):6–9. source
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A Peruvian initiative against mucocutaneous leishmaniasis successfully improved the scope of treatment and follow-up of patients with funding of medications and resources by the Ministry of Health.
“a Peruvian initiative against the spread of mucocutaneous leishmaniasis successfully improved the scope of treatment and follow-up of patients with funding of medications and resources by the Ministry of Health”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [28] Guthmann J-P, Arlt D, Garcia LML, Rosales M, de Jesus SJ, Alvarez E, et al. Control of mucocutaneous leishmaniasis, a neglected disease: results of a control programme in Satipo Province, Peru. Trop Med Int Health. 2005;10(9):856–62. source
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- Premisecitation
GBD skin disease burden estimates are likely underestimated because ICD classification places some skin conditions under other entities, such as melanoma under cancer.
“the GBD is based on the ICD classification system, which leads to categorization of certain skin conditions under other entities, for example, melanoma is classified under “cancer.””
Quote in the paperSubstantial claim0 of 1 sources checked- cites [4] • Hay RJ, Johns NE, Williams HC, Bolliger IW, Dellavalle RP, Margolis DJ, et al. The global burden of skin disease in 2010: an analysis of the prevalence and impact of skin conditions. J Invest Dermatol. 2014;134(6):1527–34. Epidemiological study based on the 2010 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
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- Premisecitation
Conditions with the highest disability burden often have disabling symptoms such as pruritus, including dermatitis, prurigo, and papular urticaria.
“Conditions that constitute the highest disability burden are often characterized by disabling symptoms like pruritus. These conditions include dermatitis, prurigo, and papular urticaria”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [9] Jobanputra R, Bachmann M. The effect of skin diseases on quality of life in patients from different social and ethnic groups in Cape Town. South Africa Int J Dermatol. 2000;39(11):826–31. source
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- cites [13] Weisshaar E, Apfelbacher C, Jäger G, Zimmermann E, Bruckner T, Diepgen TL, et al. Pruritus as a leading symptom: clinical characteristics and quality of life in German and Ugandan patients. Br J Dermatol. 2006;155(5):957–64. source
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- Interpretationreasoning
Demographic, socioeconomic, and cultural factors may play a role in quality-of-life perception.
“These results suggest that demographic, socioeconomic and cultural factors may play a role in QoL perception.”
Quote in the paperSubstantial claim - Premisecitation
In India, where healthcare is paid out-of-pocket, the median value of healthcare cost was 73% of per capita monthly income.
“In India, where healthcare is paid out-of-pocket, the median value of healthcare cost was 73% of per capita monthly income—a significant burden”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [23] Dror DM, van Putten-Rademaker O, Koren R. Cost of illness: evidence from a study in five resource-poor locations in India. 2008.
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High household density is especially associated with transmissible skin disease, more important than salary, literacy, shoe use, distance to a water source, and quality of home construction in a Tanzanian study.
“High household density, for example, is especially associated with transmissible skin disease—this factor was more important than salary, literacy, the use of shoes, distance to a water source, and quality of home construction in a Tanzanian study”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [19] Gibbs SAM. Skin disease and socioeconomic conditions in rural Africa: Tanzania. Int J Dermatol. 1996;35(9):633–9. source
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In a South African study, patients with skin complaints had significantly poorer quality of life than controls in depression, anxiety, effect on work or study, clothing choice, and looking after home.
“A study of QoL in South African patients with skin complaints found that patients with these diseases had significantly poorer QoL compared to controls in realms such as depression, anxiety, effect on work or study, clothing choice, looking after one’s home”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [9] Jobanputra R, Bachmann M. The effect of skin diseases on quality of life in patients from different social and ethnic groups in Cape Town. South Africa Int J Dermatol. 2000;39(11):826–31. source
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The highly prevalent use of community-based traditional healers operating on a barter system is a significant barrier to comprehensive cost analysis.
“The highly prevalent use of community-based traditional healers operating on a barter system in these settings is also a significant barrier to comprehensive cost analysis”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [19] Gibbs SAM. Skin disease and socioeconomic conditions in rural Africa: Tanzania. Int J Dermatol. 1996;35(9):633–9. source
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- cites [24] Hay RJ, Fuller LC. The assessment of dermatological needs in resource-poor regions. Int J Dermatol. 2011;50(5):552–7. source
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Approximately 8% of Ugandan participants reported suicidal ideation.
“Approximately 8% of participants reported suicidal ideation.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [13] Weisshaar E, Apfelbacher C, Jäger G, Zimmermann E, Bruckner T, Diepgen TL, et al. Pruritus as a leading symptom: clinical characteristics and quality of life in German and Ugandan patients. Br J Dermatol. 2006;155(5):957–64. source
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- Premisecitation
Increased clinical severity was an independent predictor of decreased quality of life in a study of skin conditions among South Africans.
“Increased clinical severity was an independent predictor of decreased QoL in a study of skin conditions among South Africans”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [9] Jobanputra R, Bachmann M. The effect of skin diseases on quality of life in patients from different social and ethnic groups in Cape Town. South Africa Int J Dermatol. 2000;39(11):826–31. source
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- Premisecitation
Fewer studies directly compare quality of life in resource-poor versus resource-replete settings.
“Fewer still directly compare QoL in resource-poor to resource-replete settings”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [13] Weisshaar E, Apfelbacher C, Jäger G, Zimmermann E, Bruckner T, Diepgen TL, et al. Pruritus as a leading symptom: clinical characteristics and quality of life in German and Ugandan patients. Br J Dermatol. 2006;155(5):957–64. source
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Clinical severity of acne has not been shown to correlate with the patient's perception of its severity.
“Clinical severity of acne, for example, has not been shown to correlate with the patient’s perception of its severity.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [16] Mosam A, Vawda NB, Gordhan AH, Nkwanyana N, Aboobaker J. Quality of life issues for South Africans with acne vulgaris. Clin Exp Dermatol. 2005;30(1):6–9. source
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- Premisecitation
Clinical severity of psoriasis correlates more to patient perception due to the presence of comorbid psoriatic arthritis.
“The clinical severity of psoriasis correlates more to patient perception due to the presence of comorbid psoriatic arthritis”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [16] Mosam A, Vawda NB, Gordhan AH, Nkwanyana N, Aboobaker J. Quality of life issues for South Africans with acne vulgaris. Clin Exp Dermatol. 2005;30(1):6–9. source
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- cites [17] Hariram P, Mosam A, Aboobaker J, Esterhuizen T. Quality of life in psoriasis patients in KwaZulu Natal, South Africa. Indian J Dermatol Venereol Leprol. 2011;77(3):333–4. source
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- Premisecitation
Skin conditions are the primary reason members of the homeless population seek medical care.
“Skin conditions are the primary reason members of the homeless population seek medical care”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [21] Raoult D, Foucault C, Brouqui P. Infections in the homeless. Lancet Infect Dis. 1(2):77–84. source
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Older persons suffer disability burden from psoriasis, alopecia areata, urticaria, fungal skin diseases, and decubitus ulcers.
“Persons of older age suffer disability burden from psoriasis, alopecia areata, urticaria, fungal skin diseases, and decubitus ulcers.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] •• Karimkhani C, Dellavalle RP, Coffeng LE, Flohr C, Hay RJ, Langan SM, et al. Global skin disease morbidity and mortality: An Update From the Global Burden of Disease Study 2013. JAMA Dermatol [Internet]. 2017 Mar 1. Epidemiological study based on the 2013 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
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- Premisecitation
When NIH funding was compared with the relative disability burden of skin conditions, seven skin diseases (cellulitis, decubitus ulcer, urticaria, acne vulgaris, viral skin diseases, fungal skin diseases, scabies, and melanoma) were underrepresented.
“When the amount of NIH funding was compared with the relative disability burden of skin conditions, seven skin diseases (cellulitis, decubitus ulcer, urticaria, acne vulgaris, viral skin diseases, fungal skin diseases, scabies, and melanoma) were underrepresented”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [29] • Karimkhani C, Boyers LN, Margolis DJ, Naghavi M, Hay RJ, Williams HC, et al. Comparing cutaneous research Funded by the National Institute of Arthritis and Musculoskeletal and Skin Diseases with 2010 Global Burden of Disease results. PLOS ONE. 2014;9(7):e102122. Study examines relationship of NIAMS grant funding with relative skin disease burden for 15 skin diseases included in the Global Burden of Disease 2010. source
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It is estimated that USD$0.40 per person per year could prevent a majority of the top neglected tropical diseases in Africa.
“It is estimated that USD$0.40 per person per year could prevent a majority of the top neglected tropical diseases in Africa”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [27] Molyneux DH, Hotez PJ, Fenwick A. “Rapid-impact interventions”: how a policy of integrated control for Africa’s neglected tropical diseases could benefit the poor. PLoS Med. 2005;2(11):e336. source
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- Premisecitation
Stigma associated with dermatological diseases such as psoriasis leads to underreporting by patients and global underestimation.
“the stigma associated with dermatological diseases, such as psoriasis, leads to underreporting by patients, leading to global underestimation”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [8] Organization WH. Global report on psoriasis [Internet]. World Health Organization; 2016 [cited 2017 Mar 9] Available from: http://www.who.int/iris/handle/10665/204417 .
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- Premisecitation
Brazilian children with scabies reported high rates of teasing (26%) and social exclusion (17%) secondary to their disease.
“Brazilian children with scabies reported high rates of teasing (26%) and social exclusion (17%) secondary to their disease”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [14] Worth C, Heukelbach J, Fengler G, Walter B, Liesenfeld O, Feldmeier H. Impaired quality of life in adults and children with scabies from an impoverished community in Brazil. Int J Dermatol. 2012;51(3):275–82. source
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- Interpretationcitation
Dermatologic quality of life is more impaired for vulnerable groups: people of advanced age, women, and children.
“Dermatologic QoL is also more impaired for members of vulnerable groups: people of advanced age, women, and children.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [9] Jobanputra R, Bachmann M. The effect of skin diseases on quality of life in patients from different social and ethnic groups in Cape Town. South Africa Int J Dermatol. 2000;39(11):826–31. source
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- cites [14] Worth C, Heukelbach J, Fengler G, Walter B, Liesenfeld O, Feldmeier H. Impaired quality of life in adults and children with scabies from an impoverished community in Brazil. Int J Dermatol. 2012;51(3):275–82. source
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- Premisecitation
Distance to care, lack of connectivity, and poor laboratory infrastructure in many resource-poor areas preclude widespread adoption of resource-heavy diagnostic techniques such as skin biopsy reads by dermatopathologists.
“Distance to care, lack of connectivity, and poor laboratory infrastructure in many resource-poor areas precludes the widespread adoption of resource-heavy diagnostic techniques, such as skin biopsy reads by dermatopathologists”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [42] Peeling RW, Mabey D. Point-of-care tests for diagnosing infections in the developing world. Clin Microbiol Infect. 2010;16(8):1062–9. source
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- Premisecitation
Regions in the United States with no practicing dermatologists are associated with greater melanoma mortality.
“Even within the United States, regions with no practicing dermatologists are associated with greater melanoma mortality”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [34] Aneja S, Aneja S, Bordeaux JS. Association of increased dermatologist density with lower melanoma mortality. Arch Dermatol. 2012;148(2):174–8. source
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- Premisecitation
The limited application of task shifting in dermatology in resource-poor settings has been successful.
“the limited application of this technique has been successful”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [57] • Laker-Oketta M, Wenger M, Semeere A, Castelnuovo B, Kambugu A, Lukande R, et al. Task shifting and skin punch for the histologic diagnosis of Kaposi’s sarcoma in Sub-Saharan Africa: a public health solution to a public health problem. Oncology. 2015;89(1):60–5. Study that examined task-shifting biopsies for Kaposi's Sarcoma diagnosis in East Africa from physicians to non-physicians, finding that task-shifting led to significant increase in healthcare access. source
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- Premisecitation
Diagnosis of Kaposi's sarcoma by exam alone has a 23% rate of misdiagnosis.
“Diagnosis by exam alone is strife with error, with 23% rate of misdiagnosis”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [47] Amerson E, Woodruff CM, Forrestel A, Wenger M, McCalmont T, LeBoit T, Maurer T. Accuracy of clinical suspicion and pathologic diagnosis of Kaposi Sarcoma in East Africa. J Acquir Immune Defic Syndr. 1999;71(3):295–301. doi: 10.1097/QAI.0000000000000862 . source
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- Premisecitation
In Nigeria, it is estimated that in 2015 80 formally trained dermatologists served the nation's population of 182 million.
“In Nigeria, for example, it is estimated that in 2015 that 80 formally trained dermatologists served the nation’s population of 182 million”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [58] Trends-United Nations Population Division | Department of Economic and Social Affairs [Internet]. [cited 2017 Apr 11]. Available from: http://www.un.org/en/development/desa/population/theme/trends/index.shtml .
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- cites [59] The Nigeria Association of Dermatologists | African Society of Dermatology and Venereology (ASDV) [Internet]. African Society of Dermatology and Venereology (ASDV). 2016 [cited 2017 Apr 11] Available from: https://www.asdvafrica.org/about-asdv/the-nigerian-association-of-dermatologists/ .
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- Premisecitation
Limited data highlights regional and cultural variations in the impact of dermatological symptoms, such as quality of life relating to pruritus.
“The limited data that highlights regional and cultural variations in the impact of dermatological symptoms, such as quality of life relating to pruritus”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [13] Weisshaar E, Apfelbacher C, Jäger G, Zimmermann E, Bruckner T, Diepgen TL, et al. Pruritus as a leading symptom: clinical characteristics and quality of life in German and Ugandan patients. Br J Dermatol. 2006;155(5):957–64. source
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- Premisecitation
In dermatology, unlike in HIV or obstetrics, there are few examples of task shifting in resource-poor settings.
“In the field of dermatology, unlike in HIV or obstetrics (53–56), there are few examples of task shifting in resource-poor settings”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [53] Chu K, Rosseel P, Gielis P, Ford N. Surgical task shifting in Sub-Saharan Africa. PLoS Med. 2009;6(5):e1000078.
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- cites [54] Fairall L, Bachmann MO, Lombard C, Timmerman V, Uebel K, Zwarenstein M, et al. Task shifting of antiretroviral treatment from doctors to primary-care nurses in South Africa (STRETCH): a pragmatic, parallel, cluster-randomised trial. Lancet. 2012;380(9845):889–98. source
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- cites [55] Morris MB, Chapula BT, Chi BH, Mwango A, Chi HF, Mwanza J, et al. Use of task-shifting to rapidly scale-up HIV treatment services: experiences from Lusaka, Zambia. BMC Health Serv Res. 2009;9:5. source
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- Premisecitation
In one study, US dermatologists taught physicians, nurses, clinical officers, and technicians in East Africa how to perform punch biopsies, allowing for same-day Kaposi's sarcoma biopsies.
“In one study, US dermatologists taught physicians, nurses, clinical officers and technicians in East Africa how to perform bunch biopsies, allowing for same day KS biopsies”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [57] • Laker-Oketta M, Wenger M, Semeere A, Castelnuovo B, Kambugu A, Lukande R, et al. Task shifting and skin punch for the histologic diagnosis of Kaposi’s sarcoma in Sub-Saharan Africa: a public health solution to a public health problem. Oncology. 2015;89(1):60–5. Study that examined task-shifting biopsies for Kaposi's Sarcoma diagnosis in East Africa from physicians to non-physicians, finding that task-shifting led to significant increase in healthcare access. source
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- Premisecitation
There is a sparsity of physicians with dermatological training in many low and middle income countries.
“There is a sparsity of physicians with dermatological training in many of low and middle income countries”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [52] Tsang MW, Kovarik CL. The role of dermatopathology in conjunction with teledermatology in resource-limited settings: lessons from the African Teledermatology Project. Int J Dermatol. 2011;50(2):150–6. source
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- Premisecitation
In Botswana, 91% of HIV-positive patients felt that a mobile teledermatology visit would provide the same level of care as a face-to-face visit.
“A cross-sectional survey of HIV positive patients in Botswana found that 91% of patients felt that a mobile teledermatology visit would provide the same level of care as a face-to-face visit”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [41] Azfar RS, Weinberg JL, Cavric G, Lee-Keltner IA, Bilker WB, Gelfand JM, et al. HIV-positive patients in Botswana state that mobile teledermatology is an acceptable method for receiving dermatology care. J Telemed Telecare. 2011;17(6):338–40. source
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- Premisecitation
Task shifting in mental health has been widely successful, demonstrating that community health workers can be trained to provide care to individuals with mental health conditions in lower and middle income countries.
“Task shifting in the field of mental health has been widely successful, demonstrating that community health workers can be trained to provide care to individuals with mental health conditions in lower and middle income countries”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [48] Patel V. Global mental health: from science to action. Harv Rev Psychiatry. 2012;20(1):6–12. source
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- Classified as probably not a substantial claim. 13
- May combine two claims. 17
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn 2013, skin conditions accounted for 1.79% of total global DALYs across 306 diseases and injuries.
“In 2013, skin conditions contributed 1.79% to the total global burden of disease measured in DALYs across 306 diseases and injuries.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] •• Karimkhani C, Dellavalle RP, Coffeng LE, Flohr C, Hay RJ, Langan SM, et al. Global skin disease morbidity and mortality: An Update From the Global Burden of Disease Study 2013. JAMA Dermatol [Internet]. 2017 Mar 1. Epidemiological study based on the 2013 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
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Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSkin and subcutaneous disorders ranked fourth among causes of nonfatal disease burden globally in 2010 and 2013.
“skin and subcutaneous disorders were the 4th leading cause of nonfatal disease burden worldwide in 2010 and 2013”
- Also stated in: § Summary and Recommendations · plain
“skin diseases were the 4th leading cause of non-fatal morbidity worldwide in 2010 and 2013”
- Also stated in: § Recent Findings · plain
“skin diseases continue to be the 4th leading cause of nonfatal disease burden world-wide”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [4] • Hay RJ, Johns NE, Williams HC, Bolliger IW, Dellavalle RP, Margolis DJ, et al. The global burden of skin disease in 2010: an analysis of the prevalence and impact of skin conditions. J Invest Dermatol. 2014;134(6):1527–34. Epidemiological study based on the 2010 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
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- Also stated in: § Summary and Recommendations · plain
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationDermatitis caused the greatest burden among the assessed skin disease categories, at 9.3 million DALYs.
“Dermatitis (encompassing atopic, seborrheic, and contact types) resulted in the greatest burden of the skin conditions, costing 9.3 million DALYs”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] •• Karimkhani C, Dellavalle RP, Coffeng LE, Flohr C, Hay RJ, Langan SM, et al. Global skin disease morbidity and mortality: An Update From the Global Burden of Disease Study 2013. JAMA Dermatol [Internet]. 2017 Mar 1. Epidemiological study based on the 2013 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMelanoma causes the greatest skin disease burden in resource-rich regions such as Australia and North America.
“Melanoma causes the greatest burden in resource-rich regions such as Australia and North America”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] •• Karimkhani C, Dellavalle RP, Coffeng LE, Flohr C, Hay RJ, Langan SM, et al. Global skin disease morbidity and mortality: An Update From the Global Burden of Disease Study 2013. JAMA Dermatol [Internet]. 2017 Mar 1. Epidemiological study based on the 2013 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
Not checked in the free run.
May combine two claims.
PremisecitationTeasing can have devastating long-term effects on mental health, predisposing children to anxiety disorders and social phobias.
“teasing can have devastating long-term effects on mental health, predisposing children to anxiety disorders and social phobias”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [15] McCabe RE, Antony MM, Summerfeldt LJ, Liss A, Swinson RP. Preliminary examination of the relationship between anxiety disorders in adults and self-reported history of teasing or bullying experiences. Cogn Behav Ther. 2003;32(4):187–93. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationLiving in close quarters predisposes one to infection.
“We know that living in close quarters predisposes one to infection”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [20] Harrison LH, Dwyer DM, Maples CT, Billmann L. Risk of meningococcal infection in college students. JAMA. 1999;281(20):1906–10. source
Not checked in the free run.
May combine two claims.
PremisecitationUgandan patients with itch were younger, more likely to have HIV, and less impacted by itch compared to German patients.
“Ugandan patients with itch were younger, more likely to have HIV, and less impacted by itch when compared to German patients.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [13] Weisshaar E, Apfelbacher C, Jäger G, Zimmermann E, Bruckner T, Diepgen TL, et al. Pruritus as a leading symptom: clinical characteristics and quality of life in German and Ugandan patients. Br J Dermatol. 2006;155(5):957–64. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMusculoskeletal and connective tissue disorders, including skin diseases, comprised 3.7% of the total cost burden in India.
“Musculoskeletal and connective tissue disorders (including skin diseases) comprised 3.7% of the total cost burden.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [23] Dror DM, van Putten-Rademaker O, Koren R. Cost of illness: evidence from a study in five resource-poor locations in India. 2008.
Not checked in the free run.
May combine two claims.
PremisecitationGerman patients were older, more likely to have end-stage renal disease, and more impacted by itch.
“German patients were older, more likely to have end-stage renal disease, and more impacted by itch.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [13] Weisshaar E, Apfelbacher C, Jäger G, Zimmermann E, Bruckner T, Diepgen TL, et al. Pruritus as a leading symptom: clinical characteristics and quality of life in German and Ugandan patients. Br J Dermatol. 2006;155(5):957–64. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIn the United States, the direct and indirect cost of skin disease in 2013 was $75 billion and $11 billion, respectively.
“In the United States, the direct and indirect cost of skin disease in 2013 was $75 billion and $11 billion, respectively”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [22] Lim HW, Collins SAB, Resneck Jr JS, Bolognia JL, Hodge JA, Rohrer TA, et al. The burden of skin disease in the United States. J Am Acad Dermatol [Internet]. Available from: http://www.sciencedirect.com/science/article/pii/S0190962217300166 .
Not checked in the free run.
May combine two claims.
PremisecitationEffects of skin conditions on quality of life in resource-replete settings are profound and well-documented.
“The effects of skin conditions on QoL in resource-replete settings is profound and well-documented”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [4] • Hay RJ, Johns NE, Williams HC, Bolliger IW, Dellavalle RP, Margolis DJ, et al. The global burden of skin disease in 2010: an analysis of the prevalence and impact of skin conditions. J Invest Dermatol. 2014;134(6):1527–34. Epidemiological study based on the 2010 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
Not checked in the free run.
- cites [10] Basra M, Fenech R, Gatt R, Salek M, Finlay A. The Dermatology Life Quality Index 1994–2007: a comprehensive review of validation data and clinical results. Br J Dermatol. 2008;159(5):997–1035.
Not checked in the free run.
- cites [12] Beattie PE, Lewis-Jones MS. A comparative study of impairment of quality of life in children with skin disease and children with other chronic childhood diseases. Br J Dermatol. 2006;155(1):145–51. source
Not checked in the free run.
May combine two claims.
InterpretationreasoningClinical severity measured by clinicians using formal grading scales does not always correlate with patients' perceptions of severity, and the discrepancy appears disease-specific.
“clinical severity, as measured by clinicians using formal grading scales, does not always correlate with patients’ perceptions of their condition’s severity. The discrepancy appears to be disease-specific.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [16] Mosam A, Vawda NB, Gordhan AH, Nkwanyana N, Aboobaker J. Quality of life issues for South Africans with acne vulgaris. Clin Exp Dermatol. 2005;30(1):6–9. source
Not checked in the free run.
- cites [17] Hariram P, Mosam A, Aboobaker J, Esterhuizen T. Quality of life in psoriasis patients in KwaZulu Natal, South Africa. Indian J Dermatol Venereol Leprol. 2011;77(3):333–4. source
Not checked in the free run.
- cites [18] Aghaei S, Moradi A, Ardekani G. Impact of psoriasis on quality of life in Iran. Indian J Dermatol Venereol Leprol. 2009;75(2):220. source
Not checked in the free run.
May combine two claims.
PremisecitationIn the South African study, women reported greater impact on self-esteem, clothing choice, and treatment problems.
“Women reported greater impact on self-esteem, clothing choice, treatment problems and clothing choice in the South African study.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [9] Jobanputra R, Bachmann M. The effect of skin diseases on quality of life in patients from different social and ethnic groups in Cape Town. South Africa Int J Dermatol. 2000;39(11):826–31. source
Not checked in the free run.
May combine two claims.
PremisecitationDermatologic diseases are receiving more attention and have increasingly been included on the WHO List of Essential Medicines.
“dermatologic diseases are receiving more attention and have increasingly been included on the WHO List of Essential Medicines”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [25] Laing R, Waning B, Gray A, Ford N, t Hoen E. 25 years of the WHO essential medicines lists: progress and challenges. Lancet. 5;361(9370):1723–9. source
Not checked in the free run.
May combine two claims.
PremisecitationInfectious skin conditions are prevalent among disenfranchised people; the homeless, prisoners, and victims of violence are disproportionately affected.
“Infectious skin conditions are prevalent among disenfranchised people. The homeless, prisoners, and victims of violence are disproportionately affected in these settings”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [14] Worth C, Heukelbach J, Fengler G, Walter B, Liesenfeld O, Feldmeier H. Impaired quality of life in adults and children with scabies from an impoverished community in Brazil. Int J Dermatol. 2012;51(3):275–82. source
Not checked in the free run.
- cites [21] Raoult D, Foucault C, Brouqui P. Infections in the homeless. Lancet Infect Dis. 1(2):77–84. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationDermatitis has the highest DALY rate in Sub-Saharan Africa.
“dermatitis has the highest DALY rate in Sub-Saharan Africa”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] •• Karimkhani C, Dellavalle RP, Coffeng LE, Flohr C, Hay RJ, Langan SM, et al. Global skin disease morbidity and mortality: An Update From the Global Burden of Disease Study 2013. JAMA Dermatol [Internet]. 2017 Mar 1. Epidemiological study based on the 2013 Global Burden of Disease project that measures the burden of skin diseases worldwide, with burden of individual skin diseases measured in DALYs. source
Not checked in the free run.
May combine two claims.
PremisecitationWithout international guidelines, healthcare professionals in resource-strapped settings may rely on unvalidated information, leading to patient harm.
“Without international guidelines, healthcare professionals in already resource strapped settings may be pushed to rely on unvalidated information, leading to patient harm”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [31] Paul S, Evans R, Maurer T, Muhe LM, Freeman EE. Treatment of dermatological conditions associated with HIV/AIDS: the scarcity of guidance on a global scale. AIDS Res Treat. 2016;2016:e3272483.
Not checked in the free run.
- cites [32] Oxman AD, Lavis JN, Fretheim A. Use of evidence in WHO recommendations. Lancet. 2007;369(9576):1883–9. source
Not checked in the free run.
- cites [33] Guyatt GH, Oxman AD, Vist GE, Kunz R, Falck-Ytter Y, Alonso-Coello P, et al. GRADE: an emerging consensus on rating quality of evidence and strength of recommendations. BMJ. 2008;336(7650):924–6. source
Not checked in the free run.
May combine two claims.
PremisecitationPruritus had an adverse effect on quality of life in both primary dermatoses and systemic disorders, though primary dermatoses were more commonly associated with poor self-image.
“Pruritus had an adverse effect on QoL in both primary dermatoses and systemic disorders, though primary dermatoses were more commonly associated with poor self-image.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [13] Weisshaar E, Apfelbacher C, Jäger G, Zimmermann E, Bruckner T, Diepgen TL, et al. Pruritus as a leading symptom: clinical characteristics and quality of life in German and Ugandan patients. Br J Dermatol. 2006;155(5):957–64. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn 2010, melanoma mortality was 4.7 times higher in resource-rich countries than in resource-poor countries.
“Mortality due to melanoma was found to be 4.7 times higher in resource-rich countries compared to resource-poor in 2010”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [7] Boyers LN, Karimkhani C, Naghavi M, Sherwood D, Margolis DJ, Hay RJ, et al. Global mortality from conditions with skin manifestations. J Am Acad Dermatol. 2014;71(6):1137–43.e17. source
Not checked in the free run.
Classified as probably not a substantial claim.
Interpretationnone givenDue to few high-quality trials in resource-poor settings, there is little data on the true impact of dermatological conditions in these regions.
“Due to few high-quality trials in resource-poor settings, there is little data on the true impact of dermatological conditions in these regions.”
Quote in the paperSubstantial claim- Rests on an assumption: There is a dearth of high-quality trials on treatment approaches for skin conditions such as HIV-associated skin conditions.
May combine two claims.
PremisecitationTeledermatology can help overcome gaps in care, allowing better access to a trained dermatologist, reduced travel and waiting times, and support for local staff.
“Teledermatology can help to overcome these gaps in care, allowing for better access to a trained dermatologist, reduced travel and waiting times, and support for local staff”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [35] Wootton R. Telehealth in the developing world. IDRC; 2009. 336 p.
Not checked in the free run.
May combine two claims.
PremisecitationIn HIV/AIDS, task shifting has been deemed imperative with evidence that nurses can prescribe antiretroviral treatments just as effectively as physicians.
“In the field of HIV/AIDS, task shifting has been deemed imperative with evidence that nurses can prescribe antiretroviral treatments just as effectively as physicians”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [50] Eholié S-P, Aoussi FE, Ouattara IS, Bissagnéné E, Anglaret X. HIV treatment and care in resource-constrained environments: challenges for the next decade. J Int AIDS Soc [Internet]. 2012 Aug 22 [cited 2017 Apr 5];15(2) Available from: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3494167/ . source
Not checked in the free run.
- cites [51] Sanne I, Orrell C, Fox MP, Conradie F, Ive P, Zeinecker J, et al. Nurse versus doctor management of HIV-infected patients receiving antiretroviral therapy (CIPRA-SA): a randomised non-inferiority trial. Lancet Lond Engl. 2010;376(9734):33–40. source
Not checked in the free run.
May combine two claims.
PremisecitationMobile teledermatology uses cell phones to transmit images, allows more versatility than store-and-forward, and has good concordance with face-to-face visit outcomes.
“Mobile teledermatology uses cell phones to transmit images, allows for more versatility than its often more unwieldy store-and-forward counterpart, and has good concordance with the outcomes of a face-to-face visit”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [36] Osei-tutu A, Shih T, Rosen A, Amanquah N, Chowdhury M, Nijhawan RI, et al. Mobile teledermatology in Ghana: sending and answering consults via mobile platform. J Am Acad Dermatol. 2013;69(2):e90–1. source
Not checked in the free run.
- cites [37] Azfar RS, Lee RA, Castelo-Soccio L, Greenberg MS, Bilker WB, Gelfand JM, et al. Reliability and validity of mobile Teledermatology in human immunodeficiency virus-positive patients in Botswana: a pilot study. JAMA Dermatol. 2014;150(6):601–7. source
Not checked in the free run.
- cites [38] Tran K, Ayad M, Weinberg J, Cherng A, Chowdhury M, Monir S, et al. Mobile teledermatology in the developing world: implications of a feasibility study on 30 Egyptian patients with common skin diseases. J Am Acad Dermatol. 2011;64(2):302–9. source
Not checked in the free run.
May combine two claims.
PremisecitationGovernments of India, Nepal, and Bangladesh pledged to eliminate visceral leishmaniasis by 2015, which along with improved treatment access prompted development of a simple point-of-care diagnostic tool detecting antibody agglutination.
“The governments of India, Nepal, and Bangladesh pledged to eliminate visceral leishmaniasis by 2015, which along with improved treatment access, prompted the development of a simple point-of-care diagnostic tool which detects antibody agglutination”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [43] Mabey D, Peeling RW, Ustianowski A, Perkins MD. Tropical infectious diseases: diagnostics for the developing world. Nat Rev Microbiol. 2004;2(3):231–40. source
Not checked in the free run.
- cites [45] Yager P, Domingo GJ, Gerdes J. Point-of-care diagnostics for global health. Annu Rev Biomed Eng. 2008;10:107–44. source
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based).
Interpretationnone givenThe devastating social stigma associated with skin diseases means that many patients are not actually seen by research trials and international organizations.
“The devastating social stigma associated with skin diseases means that many patients are not actually “seen” by research trials and international organizations.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe Regional Dermatology Training Center in Tanzania was established in 1992 to provide dermatologic training for nurses in the Sub-Saharan region.
“The Regional Dermatology Training Center in Tanzania was established in 1992 to provide dermatologic training for nurses in the Sub-Saharan region”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [60] Hu J, McKoy K, Papier A, Klaus S, Ryan T, Grossman H, et al. Dermatology and HIV/AIDS in Africa. J Glob Infect Dis. 2011;3(3):275–80. source
Not checked in the free run.
May combine two claims.
PremisecitationTeledermatology has been validated in both infectious conditions such as HIV-associated skin conditions and chronic conditions such as atopic dermatitis.
“Teledermatology has been validated in both infectious conditions such as HIV-associated skin conditions and chronic conditions, such as atopic dermatitis”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [37] Azfar RS, Lee RA, Castelo-Soccio L, Greenberg MS, Bilker WB, Gelfand JM, et al. Reliability and validity of mobile Teledermatology in human immunodeficiency virus-positive patients in Botswana: a pilot study. JAMA Dermatol. 2014;150(6):601–7. source
Not checked in the free run.
- cites [40] Armstrong AW, Johnson MA, Lin S, Maverakis E, Fazel N, Liu F-T. Patient-centered, direct-access online care for management of atopic dermatitis: a randomized clinical trial. JAMA Dermatol. 2015;151(2):154–60. source
Not checked in the free run.
May combine two claims.
Interpretationnone givenResource-poor areas are more likely to suffer the burden of infectious skin conditions, while resource-rich areas shoulder the burden of malignancies.
“resource-poor areas more likely to suffer the burden of infectious skin conditions, while resource-rich areas shoulder the burden of malignancies”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
PremisecitationImproving access to care is not the same as increasing access to high quality care.
“Improving access to care is not the same as increasing access to high quality care”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [61] • Scott KW, Jha AK. Putting quality on the global health agenda. N Engl J Med. 2014;371(1):3–5. Perspective that emphasizes that access to high-quality care is an important goal when addressing global health need. source
Not checked in the free run.
The paper relies on this without support.
Little is known about the socioeconomic burden of skin disease in resource-poor settings, and studies examining the cost of skin care in these settings are rare.
“Little is known about the socioeconomic burden of skin disease in resource-poor settings. Studies examining the cost of skin care in these settings are rare.”
The paper relies on this without support.
There is a shortage of literature addressing the development of innovative diagnostic tools for dermatology in resource-poor settings.
“There is a shortage of literature that addresses the development of innovative diagnostic tools for dermatology in resource-poor settings.”
The paper relies on this without support.
There is a dearth of high-quality trials on treatment approaches for skin conditions such as HIV-associated skin conditions.
“There is a dearth of high quality trials on treatment approaches for skin conditions, such as HIV-associated skin conditions.”
The paper relies on this without support.
GBD estimates for skin and subcutaneous diseases in Sub-Saharan Africa are based on only 53 studies, while estimates for the United States are based on 62 studies.
“the GBD estimates for skin and subcutaneous diseases in Sub-Saharan Africa, a designation that encompasses 46 independent nations, are based on only 53 studies, while estimates for the United States alone, with a population of approximately 1/3rd the size, are based on 62 studies”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Limited specialist access exists in primary care settings where most skin conditions are initially evaluated.
“Given limited specialist access in primary care settings where most skin conditions are initially evaluated56,57”
From A Multimodal Vision Foundation Model for Clinical Dermatology (2025) · cites this paper as [56]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Eight diseases are listed as seven
MinorThe sentence says seven skin diseases were underrepresented, but the parenthetical list contains eight.
“seven skin diseases”
“cellulitis, decubitus ulcer, urticaria, acne vulgaris, viral skin diseases, fungal skin diseases, scabies, and melanoma”
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Biomimetic Full-Thickness Skin-on-a-Chip Based on a Fibroblast-Derived Matrix
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Pre-trained Multimodal Large Language Model Enhances Dermatological Diagnosis using SkinGPT-4Preprint
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Self-citationCutaneous disorders of adolescence among Nigerian secondary school students
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Single-cell spatial transcriptomic analysis of human skin anatomy
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Novel Herbal Nanocarriers for Treatment of Dermatological Disorders
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Alopecia Areata in Latin America: Where are We and Where are We Going?
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Evaluating and Enhancing the Performance of Skin Disease Classification Based on Ensemble Methods
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- Authors
- Seth, D., Cheldize, K., Brown, D., & Freeman, E. E.
- Affiliations
- Case Western Reserve University (US)
- Massachusetts General Hospital (US)
- Corresponding author
- Freeman, Esther E.
- Venue
- Current Dermatology Reports
- Published
- 2017-08-07
- Volume
- 6
- Issue
- 3
- Pages
- 204-210
- ISSN
- 2162-4933 (ISSN-L)
- PMC
- PMC5718374
- OpenAlex
- W2742893201
- Cited by
- 366
- References
- 59
- Citations by year
- 2026: 37 · 2025: 55 · 2024: 63 · 2023: 61 · 2022: 50 · 2021: 44 · 2020: 39 · 2019: 12 · 2018: 4
- FWCI
- 14.12
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Current Dermatology Reports (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Allergy and Infectious Diseases (P30AI060354)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Global Health and Surgery
- Health Sciences › Medicine › Dermatology › Dermatology and Skin Diseases
- Health Sciences › Medicine › Infectious Diseases › Dermatological diseases and infestations
- Keywords
- skin diseases, global burden of disease, disability burden, quality of life, socioeconomic burden, access to dermatologic care, resource-limited settings, teledermatology, point-of-care testing, task shifting, health disparities
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