ArticleBMJ open2023
Development and validation of a rurality index for healthcare research in Japan: a modified Delphi study.
Article in BMJ open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers, 1 of them a synthesis that pooled it.
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Who cites it
27 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Impact of rural residence on clinical outcomes in SLE: a systematic review.Lupus science & medicine · 2025Pooled it
- Geographic accessibility to board-certified dental anesthesiology specialists in Japan: visualizing "medical deserts" in dental anesthesia.Journal of dental anesthesia and pain medicine · 2026Article
- Psychiatric standardized claim ratios by rurality and deprivation in Japan: A nationwide ecological study with contextual suicide mortality.PCN reports : psychiatry and clinical neurosciences · 2026Article
- Article
- Nationwide Implementation of Non-Mandatory Preventive Medicine Programmes in Japanese Municipalities: A Descriptive Cross-Sectional Survey and Evidence-Practice Gap Analysis.Research square · 2026Article
- Regional Disparities in Home-Based Medical Care Utilization in Japan: Ecological Study of Nationwide Claim Data.Journal of general internal medicine · 2026Article
- Beyond Geography: Inequities in Home-Based Medical Care-Evidence from Japan.Journal of general internal medicine · 2026Article
- Testing and evaluating updated variants of the rurality index for Japan: a nationwide methodological study.BMJ open · 2026Article
- Nationwide Implementation of Non-Mandatory Preventive Medicine Programmes in Japanese Municipalities: A Descriptive Cross-Sectional Survey and Evidence-Practice Gap Analysis.Research square · 2026Article
- Association between rurality and mortality from major diseases in Japan: an ecological study.BMJ open · 2026Article
- Association of municipal rurality and area deprivation with cause-specific mortality in Japan: a nationwide ecological study.BMJ public health · 2026Article
- Colorectal cancer screening and management in the aging society: a narrative review of benefit, risk, and the biological imperative for rural and community medicine.Journal of rural medicine : JRM · 2026Article
- Dispatch of locum doctors to rural clinics on remote islands in Japan.Journal of rural medicine : JRM · 2026Article
- Association Between Rurality and Financial Performance of Public Hospitals in Japan: A Nationwide Cross-Sectional Study.Journal of general and family medicine · 2026Article
- Urban-rural differences in hospital beds and employee income: a study using the rurality index for healthcare research in Japan.Journal of rural medicine : JRM · 2026Article
- Spatial and temporal disparities in general practitioner provision: a 21-year longitudinal analysis from Lower Saxony, Germany.International journal of health geographics · 2025Article
- Regional Disparities in Incidence, Therapeutic Approaches, and In-hospital Mortality of Critical Limb Ischemia in Japan.Journal of atherosclerosis and thrombosis · 2025Article
- Article
- Association Between Area-Level Socioeconomic Disadvantage and Immunotherapy in Patients With Non-Small Cell Lung Cancer.Cancer medicine · 2025Article
- Rural and urban disparities in access and quality of healthcare in the Japanese healthcare system: a scoping review.BMC health services research · 2025Article
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Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectivesRural-urban healthcare disparities exist globally. Various countries have used a rurality index for evaluating the disparities. Although Japan has many remote islands and rural areas, no rurality index exists. This study aimed to develop and validate a Rurality Index for Japan (RIJ) for healthcare research.
designWe employed a modified Delphi method to determine the factors of the RIJ and assessed the validity. The study developed an Expert Panel including healthcare professionals and a patient who had expertise in rural healthcare.
settingThe panel members were recruited from across Japan including remote islands, mountain areas and heavy snow areas. The panel recruited survey participants whom the panel considered to have expertise.
participantsThe initial survey recruited 100 people, including rural healthcare providers, local government staff and residents. PRIMARY OUTCOME MEASURES: Factors to include in the RIJ were identified by the Expert Panel and survey participants. We also conducted an exploratory factor analysis on the selected factors to determine the factor structure. Convergent validity was examined by calculating the correlation between the index for physician distribution and the RIJ. Criterion-related validity was assessed by calculating the correlation with average life expectancy.
resultsThe response rate of the final survey round was 84.8%. From the Delphi surveys, four factors were selected for the RIJ: population density, direct distance to the nearest hospital, remote islands and whether weather influences access to the nearest hospital. We employed the factor loadings as the weight of each factor. The average RIJ of every zip code was 50.5. The correlation coefficient with the index for physician distribution was -0.45 (p<0.001), and the correlation coefficients with the life expectancies of men and women were -0.35 (p<0.001) and -0.12 (p<0.001), respectively.
conclusionThis study developed the RIJ using a modified Delphi method. The index showed good validity.
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