GIS-automated delineation of hospital service areas in Florida: from Dartmouth method to network community detection methods

References

• AHRQ (Agency for Healthcare Research and Quality). 2011. Healthcare Cost and Utilization Project (HCUP) State Inpatient Databases (SID)—Florida. Rockville, MD. (Accessed 18 January 2021. https://www.hcup-us.ahrq.gov/sidoverview.jsp
   Google Scholar
• Bae, S.-H., D. Halperin, J. D. West, M. Rosvall, and B. Howe. 2017. “Scalable and Efficient Flow-based Community Detection for Large-scale Graph Analysis.” ACM Transactions on Knowledge Discovery from Data 11 (3): 1–30. doi:https://doi.org/10.1145/2992785.
   Web of Science ®Google Scholar
• Blondel, V. D., J. L. Guillaume, R. Lambiotte, and E. Lefebvre. 2008. “Fast Unfolding of Communities in Large Networks.” Journal of Statistical Mechanics: Theory and Experiment 2008 (10): 1–12. doi:https://doi.org/10.1088/1742-5468/2008/10/P10008.
   Web of Science ®Google Scholar
• CHHS (California Health and Human Services Agency). 2019. CHHS Open Data. Accessed 15 March 2021 https://data.chhs.ca.gov/
   Google Scholar
• Chen, X. 2017. “Take the Edge Off: A Hybrid Geographic Food Access Measure.” Applied Geography 87: 149–159. doi:https://doi.org/10.1016/j.apgeog.2017.07.013.
   Web of Science ®Google Scholar
• Cliff, A. D., and J. K. Ord. 1973. Spatial Autocorrelation. London: Pion.
   Google Scholar
• Dartmouth Atlas of Health Care. 1993. HSA boundaries. Accessed 18 January 2021 https://www.dartmouthatlas.org/downloads/geography/
   Google Scholar
• Falster, M. O., L. R. Jorm, and A. H. Leyland. 2018. “Using Weighted Hospital Service Area Networks to Explore Variation in Preventable Hospitalisation.” Health Services Research 53 (1): 3148–3169. doi:https://doi.org/10.1111/1475-6773.12777.
   PubMed Web of Science ®Google Scholar
• Fotheringham, A. S., and D. W. S. Wong. 1991. “The Modifiable Areal Unit Problem in Multivariate Statistical Analysis.” Environment and Planning A: Economy and Space 23 (7): 1025–1044. doi:https://doi.org/10.1068/a231025.
   Web of Science ®Google Scholar
• Goodman, D. C., S. S. Mick, D. Bott, T. Stukel, C.-H. Chang, N. Marth, J. Poage, and H. J. Carretta. 2003. “Primary Care Service Areas: A New Tool for the Evaluation of Primary Care Services.” Health Services Research 38 (1p1): 287–309. doi:https://doi.org/10.1111/1475-6773.00116.
   PubMed Web of Science ®Google Scholar
• Guagliardo, M. F., K. A. Jablonski, J. G. Joseph, and D. C. Goodman. 2004. “Do Pediatric Hospitalizations Have a Unique Geography?” BMC Health Services Research 4 (1): 1–9. doi:https://doi.org/10.1186/1472-6963-4-2.
   PubMed Web of Science ®Google Scholar
• Guo, D. 2008. “Regionalization with Dynamically Constrained Agglomerative Clustering and Partitioning (REDCAP).” International Journal of Geographical Information Science 22 (7): 801–823. doi:https://doi.org/10.1080/13658810701674970.
   Web of Science ®Google Scholar
• Haynes, A. G., M. M. Wertli, and D. Aujesky. 2020. “Automated Delineation of Hospital Service Areas as a New Tool for Health Care Planning.” Health Services Research 55 (3): 469–475. doi:https://doi.org/10.1111/1475-6773.13275.
   PubMed Web of Science ®Google Scholar
• Herrin, J., K. Kenward, M. S. Joshi, A. M. J. Audet, and S. J. Hines. 2016. “Assessing Community Quality of Health Care.” Health Services Research 51 (1): 98–116. doi:https://doi.org/10.1111/1475-6773.12322.
   PubMed Web of Science ®Google Scholar
• Hu, Y., F. Wang, and I. M. Xierali. 2018. “Automated Delineation of Hospital Service Areas and Hospital Referral Regions by Modularity Optimization.” Health Services Research 53 (1): 236–255. doi:https://doi.org/10.1111/1475-6773.12616.
   PubMed Web of Science ®Google Scholar
• Institute of Medicine. 2013. Variation in Health Care Spending: Target Decision Making, Not Geography. Washington, DC: Institute of Medicine.
   Google Scholar
• Jia, P., F. Wang, and I. M. Xierali. 2017. “Delineating Hierarchical Hospital Service Areas in Florida.” Geographical Review 107 (4): 608–623. doi:https://doi.org/10.1111/j.1931-0846.2016.12207.x.
   Web of Science ®Google Scholar
• Kanter, G. P., A. G. Segal, and P. W. Groeneveld. 2020. “Income Disparities in Access to Critical Care Services.” Health Affairs 39 (8): 1362–1367. doi:https://doi.org/10.1377/hlthaff.2020.00581.
   Web of Science ®Google Scholar
• Kilaru, A. S., D. J. Wiebe, D. N. Karp, J. Love, M. J. Kallan, and B. G. Carr. 2015. “Do Hospital Service Areas and Hospital Referral Regions Define Discrete Health Care Populations?” Medical Care 53 (6): 510–516. doi:https://doi.org/10.1097/MLR.0000000000000356.
   PubMed Web of Science ®Google Scholar
• Klauss, G., L. Staub, M. Widmer, and A. Busato. 2005. “Hospital Service Areas - A New Tool for Health Care Planning in Switzerland.” BMC Health Services Research 5: 1–15. doi:https://doi.org/10.1186/1472-6963-5-33.
   PubMed Web of Science ®Google Scholar
• Mossanen, M., J. Izard, J. L. Wright, J. D. Harper, M. P. Porter, K. B. Daratha, S. K. Holt, and J. L. Gore. 2014. “Identification of Underserved Areas for Urologic Cancer Care.” Cancer 120: 1565–1571. doi:https://doi.org/10.1002/cncr.28616.
   PubMed Web of Science ®Google Scholar
• Newman, M. E. J. 2004. “Fast Algorithm for Detecting Community Structure in Networks.” Physical Review E 69 (6): 066133. doi:https://doi.org/10.1103/PhysRevE.69.066133.
   Web of Science ®Google Scholar
• Newman, M. E. J., and M. Girvan. 2004. “Finding and Evaluating Community Structure in Networks.” Physical Review E 69 (2): 1–15.
   Web of Science ®Google Scholar
• Ozaki, N., H. Tezuka, and M. Inaba. 2016. “A Simple Acceleration Method for the Louvain Algorithm.” International Journal of Computer and Electrical Engineering 8 (3): 207–218. doi:https://doi.org/10.17706/IJCEE.2016.8.3.207-218.
   Google Scholar
• Pinheiro, D., R. Hartman, E. Romero, R. Menezes, and M. Cadeiras. 2020. “Network-based Delineation of Health Service Areas: A Comparative Analysis of Community Detection Algorithms.” Paper read at Complex Networks XI, at Cham.
   Google Scholar
• Reichardt, J., and S. Bornholdt. 2006. “Statistical Mechanics of Community Detection.” Physical Review E 74 (1): 1–14. doi:https://doi.org/10.1103/PhysRevE.74.016110.
   Web of Science ®Google Scholar
• Rosenberg, B. L., J. A. Kellar, A. Labno, D. H. M. Matheson, M. Ringel, P. VonAchen, R. I. Lesser, et al. 2016. “Quantifying Geographic Variation in Health Care Outcomes in the United States before and after Risk-adjustment.” PloS one 11 (12): e0166762–e0166762. doi:https://doi.org/10.1371/journal.pone.0166762.
   PubMed Web of Science ®Google Scholar
• Schroeck, F. R., S. R. Kaufman, B. L. Jacobs, T. A. Skolarus, J. M. Hollingsworth, V. B. Shahinian, and B. K. Hollenbeck. 2014. “Regional Variation in Quality of Prostate Cancer Care.” Journal of Urology 191 (4): 957. doi:https://doi.org/10.1016/j.juro.2013.10.066.
   PubMed Web of Science ®Google Scholar
• Traag, V. A. 2015. “Faster Unfolding of Communities: Speeding up the Louvain Algorithm.” Physical Review E 92 (3): 1–10. doi:https://doi.org/10.1103/PhysRevE.92.032801.
   Web of Science ®Google Scholar
• Traag, V. A., L. Waltman, and N. J. Van Eck. 2019. “From Louvain to Leiden: Guaranteeing Well-connected Communities.” Scientific Reports 9 (1): 1–12. doi:https://doi.org/10.1038/s41598-019-41695-z.
   PubMed Web of Science ®Google Scholar
• Waltman, L., and N. J. Van Eck. 2013. “A Smart Local Moving Algorithm for Large-scale Modularity-based Community Detection.” The European Physical Journal. B 86 (11): 471. doi:https://doi.org/10.1140/epjb/e2013-40829-0.
   Web of Science ®Google Scholar
• Wang, C., F. Wang, and T. Onega. 2021a. “Network Optimization Approach to Delineating Health Care Service Areas: Spatially Constrained Louvain and Leiden Algorithms.” Transactions in GIS 25 (2): 1065–1081. doi:https://doi.org/10.1111/tgis.12722.
   PubMed Web of Science ®Google Scholar
• Wang, C., F. Wang, and T. Onega. 2021b. “Spatial Behavior of Cancer Care Utilization in Distance Decay in the Northeast Region of the U.S.” Travel Behaviour and Society 24: 291–302. doi:https://doi.org/10.1016/j.tbs.2021.05.003.
   PubMed Web of Science ®Google Scholar
• Wang, F. 2020. “Why Public Health Needs GIS: A Methodological Overview.” Annals of GIS 26 (1): 1–12. doi:https://doi.org/10.1080/19475683.2019.1702099.
   PubMed Web of Science ®Google Scholar
• Wang, F., and C. Wang. 2022. GIS Automated Delineation of Hospital Service Areas. Boca Ration, FL: CRC Press.
   Google Scholar
• Wang, F., C. Wang, Y. Hu, J. Weiss, J. Alford-Teaster, and T. Onega. 2020. “Automated Delineation of Cancer Service Areas in Northeast Region of the United States: A Network Optimization Approach.” Spatial and Spatio-temporal Epidemiology 33: 100338. doi:https://doi.org/10.1016/j.sste.2020.100338.
   PubMed Web of Science ®Google Scholar
• Ward, M. M., F. Ullrich, K. Matthews, G. Rushton, R. Tracy, D. F. Bajorin, M. A. Goldstein, et al. 2014. “Access to Chemotherapy Services by Availability of Local and Visiting Oncologists.” Journal of Oncology Practice 10 (1): 26–31. doi:https://doi.org/10.1200/JOP.2013.001217.
   PubMedGoogle Scholar
• Wennberg, J. E., and M. M. Cooper. 1998. The Dartmouth Atlas of Health Care in the United States. Chicago, IL: American Hospital Publishing.
   Google Scholar
• Xie, J., S. Kelley, and B. K. Szymanski. 2013. “Overlapping Community Detection in Networks: The State-of-the-art and Comparative Study.” ACM Computing Surveys 45 (4): 1–35. doi:https://doi.org/10.1145/2501654.2501657.
   Web of Science ®Google Scholar