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This equates to an estimated lifetime inflated loss of income of up to £347,112 (US $435,150) using UK Office for National Statistics figures or £474,719 (US $595,121) using Office for Economic Co-Operation figures [17]. In fact, there is an estimated annual loss of productivity of £362.6m (US $453.3m), in addition to disability financial support totaling £280.2m (US $350.3m) and an overall cost to society for this cohort of £681.6m (US $ 853.9m) in the United Kingdom [17].
JMIR Form Res 2025;9:e59032
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Standardized income was defined as the net monthly income of the household adjusted for number of household members. The net income was converted to the equivalent of the net income of a single adult household by using equivalence factors from Statistics Netherlands (the Dutch Institute for Population Statistics) [51]. Some respondents acknowledged having children or other adults living in their household apart from their partner or children older than 18 years of age but did not specify the number.
JMIR Form Res 2025;9:e49585
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Survey Monkey Audience provided 5 multiple-choice screening questions to ensure a representative US sample by gender, age, income, device type, and region.
We retained multiple-choice items from the 2017 survey related to duration (Q1) and frequency (Q2) of visits to a PCP, and added items asking participants of their level of use of telemedicine (Q3) [14].
JMIR Hum Factors 2024;11:e51056
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The World Bank classifies the global economy into 4 distinct categories based on 3 income thresholds: US $1135, US $4465, and US $13,846 per capita gross national income (GNI) for the year 2022. These categories are low-income, lower-middle-income, upper-middle-income, and high-income [16]. Previous research has predominantly focused on countries classified as low-income economies [12,17,18].
Interact J Med Res 2024;13:e50047
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Studies examining the connections between SDOH and diabetes have shown that lower levels of SDOH factors including income, education, and employment are associated with a higher prevalence of diabetes [7], increased diabetes-related mortality [8], and poorer glycemic control [9-11].
To date, most diabetes-related SDOH literature has generally assessed a narrow subset of SDOH challenges at one time [12-15].
JMIR Form Res 2022;6(10):e40164
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We also calculated adjusted prevalence ratios (a PRs) by using sociodemographic characteristics identified through a literature search [10,14-16] as being associated with vaccine hesitancy, including sex at birth, age, ethnicity, province of residence, education, household income, and political leaning.
To identify data-driven patterns in survey responses with respect to vaccine hesitancy, we used cluster analysis.
JMIR Public Health Surveill 2021;7(12):e30424
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Based on an April 2020 nationally representative survey in the United States, 52% of lower-income adults indicated that they or someone in their household experienced unemployment or a pay reduction because of the outbreak (compared to 32% of those with a higher income) [31]. Only 23% of lower-income adults had an emergency fund to cover illness, loss of employment, or an economic recession, compared to 48% of middle-income adults and 75% of higher-income adults [31].
JMIR Form Res 2021;5(7):e25926
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Income is important for social exchange. The product of the number of doctors’ services and the unit price of consultation was used to determine the internet-based economic rewards.
Social exchange is a two-way transaction: “there must be both pay and return” [30]. Doctors can use two tools to show their efforts on the Haodf website: the doctors’ quality of service and the mutual help group. The Haodf website provides patients with the ability to consult doctors [31].
J Med Internet Res 2021;23(3):e21892
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In people with T1 D, we found that the middle- and high-income groups had lower odds of using video services (OR 0.51, 95% CI 0.26-0.99 and OR 0.50, 95% CI 0.26-0.98, respectively) compared with the low-income group (Table 3).
Among people with T1 D, as well as T2 D, the high income group more likely used apps, compared with the low income group (OR 3.05, 95% CI 1.63-5.71 and OR 2.06, 95% CI 1.02-4.19, respectively; Tables 3 and 4).
J Med Internet Res 2019;21(5):e13615
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