Geographic Accessibility to Primary Healthcare: Study Case Dengue Fever in Purwosari Sub-District, Gunungkidul Regency, Yogyakarta, Indonesia
Noor Alia Susianti(1), Indra Agus Riyanto(2), Novia Ismayuni(3), Raden Ludhang Pradipta Rizki(4*), Ahmad Cahyadi(5)
(1) Specialist Program on Medical and Health Sciences, Faculty of Medicine, Public Health, and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.
(2) Master Program on Planning and Management of Coastal and Watershed, Faculty of Geography, Universitas Gadjah Mada, Yogyakarta, Indonesia.
(3) Department of Environmental Geography , Faculty of Geography, Universitas Gadjah Mada, Yogyakarta, Indonesia.
(4) Department of Microbiology, Faculty of Medicine, Public Health, and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia.
(5) Department of Environmental Geography , Faculty of Geography, Universitas Gadjah Mada, Yogyakarta, Indonesia.
(*) Corresponding Author
Abstract
Distribution and spatial analysis of public healthcare in Indonesia are rarely discussed. Most of the research tell about quantity and quality which do not mention the spatial aspect. This research purposes to know the relationship between health facilities selection and geographic conditions by combining medical facilites data, number of doctor and spatial analysis approach. The selected study areas are referral health facilities chosen by DHF (Dengue Hemorrhagic Fever) patients in Purwosari District, Gunungkidul Regency. Information was collected by interviews and field measurements (altitude and location plotting) and also secondary data collection (hospital accreditation data, number of doctors, and number of beds). GPS, Altimeter, ArcGIS, and SPSS used for data collection and analysis. The spatial analysis method in this research were kernel density, buffer, ruler, and altitude of each facility. Meanwhile, the medical analysis approach used Pearsons' correlation and multinomial logistic regression in SPSS. The results of the spatial analysis show that the DHF patients in Purwosari dominantly choose health facilities in Bantul Regency because of having closer distance, relatively short travel time, lower elevation, and many health facilities centers. At the same time, Puskesmas Purwosari (Sub-district level Health center) was only chosen as an early reference and a place for treating mild dengue patients. In addition, distance, duration of travel time, and the number of doctors had a strong correlation based on the Pearson's correlation. These three variables have the greatest linear relationship with the response variable. Meanwhile, some variables; elevation, number of doctors, accreditation, and number of beds were considered by patients in choosing a hospital based on multinomial logistic regression analysis.
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Adam, A. (2016). Sistem Informasi Manajemen Rumah Sakit dalam Peningkatan Mutu Pelayanan di Rumah Sakit Umum Daerah Pangkep. Media Komunitas Keseahatan, 8(2): 1-15.
Agustrianti, P.(2015). Analisis Faktor-Faktor yang Berhubungan dengan Efektivitas Komunikasi Perawat dan Pasien di Ruang Rawat Inap Rumah Sakit Harapan Mulia Kabupaten Bekasi Tahun 2015. Jurnal ARSI, 2(1): 72-83.
Al-Doghaither, A.H., Abdelrhman, B.M., Wahid, A.A., Saeed, and Magzoub, M.E.M.A. (2003). Factors influencing patient choice of hospitals in Riyadh, Saudi Arabia. The Journal of the Royal Society for the Promotion of Health. 132(2): 105-109. http://DOI:10.1177/146642400312300215
Apparicio, P., Gelb, J., Dubé, A. Kingham, S., Gauvin, L and Robitaille, É. (2017). The approaches to measuring the potential spatial access to urban health services revisited: distance types and aggregation-error issues. Int J Health Geogr, 16 (32): 1-24. http://DOI.10.1186/s12942-017-0105-9
bppsdmk. (2020). Info Pemetaan SDMK. Number of Doctors. http://bppsdmk.kemkes.go.id/info_sdmk/info/distribusi_sdmk_list_rs?prov=34.
Bühn, S., Holstiege, J., & Pieper, D. (2020). Are patients willing to accept longer travel times to decrease their risk associated with surgical procedures? A systematic review. BMC public health, 20(1), 1-10. https://doi.org/10.1186/s12889-020-8333-5
Cheng, M., Tao, L., Lian, Y., & Huang, W. (2021). Measuring spatial accessibility of urban medical facilities: A case study in Changning district of Shanghai in China. International Journal of Environmental Research and Public Health, 18(18), 9598. https://doi.org/10.3390/ijerph18189598
Falchetta, G., Hammad, A. T., & Shayegh, S. (2020). Planning universal accessibility to public health care in sub-Saharan Africa. Proceedings of the National Academy of Sciences, 117(50), 31760-31769. https://doi.org/10.1073/pnas.2009172117
Gilbert, A. W., Jones, J., Stokes, M., & May, C. R. (2021). Factors that influence patient preferences for virtual consultations in an orthopaedic rehabilitation setting: A qualitative study. BMJ Open, 11(2), 1–13. https://doi.org/10.1136/bmjopen-2020-041038
Hadiyati, I., Sekarwana, N., Sunjaya, D.K., and Setiawati, E.P. (2017). Konsep Kualitas Pelayanan Kesehatan Berdasarkan atas Ekspektasi Peserta Jaminan Kesehatan Nasional. MKB, 49(2): 102-109.http://dx.doi.org/10.15395/mkb.v49n2.1054
Hapsari, Y., & Sjaaf, A. C. (2019). Effect of hospital accreditation on patient safety culture and satisfaction: a systematic review. Proceedings of the Strengthening Hospital Competitiveness to Improve Patient Satisfaction and Better Health Outcomes; Masters Program in Public Health, Graduate School, Universitas Sebelas Maret: Surakarta, Indonesia, 547-555. https://doi.org/10.26911/the6thicph.04.41
Haryanto, J.O and Olivia. (2009). Pengaruh Faktor Pelayanan Rumah Sakit, Tenaga Medis, dan Kualitas Pelayanan Rumah Sakit terhadap Intensi Pasien Indonesia untuk Berobat di Singapura. Jurnal Ekonomi Bisnis, 2(14): 144-151.
Haynes, R., Jones, A.P., Sauerzapf1, V and Zhao, H. (2006).Validation of travel times to hospital estimated by GIS.International Journal of Health Geographics, 5:40 : 1-8. http://doi:10.1186/1476-072X-5-40
Hussain, A., Asif, M., Jameel, A., Hwang, J., Sahito, N., & Kanwel, S. (2019). Promoting OPD patient satisfaction through different healthcare determinants: A study of public sector hospitals. International Journal of Environmental Research and Public Health, 16(19), 3719. https://doi.org/10.3390%2Fijerph16193719
Irawan, B and Ainy, A. (2018). Analisis Faktor-Faktor yang Berhubungan dengan Pemanfaatan Pelayanan Kesehatan pada Peserta Jaminan Kesehatan Nasional di Wilayah Kerja Pukesmas Payakabung, Kabupaten Ogan Ilir. Jurnal Ilmu Kesehatan Masyarakat, 9(3):189-197. DOI: https://doi.org/10.26553/jikm.2018.9.3.189-197
Kemenkes. (2020). Pelayanan Kesehatan. Data of Hospital Accreditation and Number of Beds. http://sirs.yankes.kemkes.go.id/sirs/
Khan, S., Yousefinezhadi, T. and Hinchcliff, R. (2022). The impact of hospital accreditation in selected Middle East countries: a scoping review. Journal of Health Organization and Management, Vol. 36 No. 1, pp. 51-68. https://doi.org/10.1108/JHOM-04-2021-0159
Kim, Y., Byon, J. and Yeo, H. (2018). Enhancing healthcare accessibility measurements using GIS: A case study in Seoul, Korea. PLOS ONE, 13(2): 1-19. https://doi.org/10.1371/journal.pone.0193013
Kuupiel, D., Adu, K.M., Bawontuo, V. and Mashamba-Thompson, T.P. (2019). Geographical Accessibility to District Hospitals/Medical Laboratories for Comprehensive Antenatal Point-of-Care Diagnostic Services in the Upper East Region, Ghana EClinicalMedicine 13 : 74–80. https://doi.org/10.1016/j.eclinm.2019.06.015
Laasasenaho, K., Lensu, A., Lauhanen, R., & Rintala, J. (2019). GIS-data related route optimization, hierarchical clustering, location optimization, and kernel density methods are useful for promoting distributed bioenergy plant planning in rural areas. Sustainable Energy Technologies and Assessments, 32, 47-57.https://doi.org/10.1016/j.seta.2019.01.006
Lawal, O and Anyiam, F.E.(2019). Modelling geographic accessibility to Primary Health Care Facilities:combining open data and geospatial analysis. GEO-SPATIAL INFORMATION SCIENCE, 22(3): 174–184. https://doi.org/10.1080/10095020.2019.1645508
Lee, M.J. (2018).. Factors affecting the Korean customer's choice of hospitals. Journal of Engineering and Applied Sciences. 13(2): 2889-2892.
Lisitiyono, R.A. (2015). Studi Deskriptif Tentang Kualitas Pelayanan di Rumah Sakit Umum Dr. Wahidin Sudiro Husodo Kota Mojokerto Pasca Menjadi Rumah Sakit Tipe B. Kebijakan dan Manajemen Publik, 1(1): 1-7.
Liu, Y., Zhong, L., Yuan, S., & van de Klundert, J. (2018). Why patients prefer high-level healthcare facilities: A qualitative study using focus groups in rural and urban China. BMJ Global Health, 3(5), 1–11. https://doi.org/10.1136/bmjgh-2018-000854
Lolo, L and Julma, N. (2016). Faktor- faktor yang mempengaruhi keputusan masyarakat terhadap pemilihan jasa pelayanan kesehatan di Kecamatan Latimojong. Jurnal Voice of Midwifery. 5(07): 55-64. (in Indonesian with English abstract).
Luis, A.A and Cabral, P. (2016). Geographic accessibility to primary
healthcare centers in Mozambique.International Journal for Equity in Health, 15(173): 1-13. http://DOI.10.1186/s12939-016-0455-0
Luo, L., Luo, L., He, X., Zhang, X., and Shi, Y. (2016). Effects of distance on health seeking behaviors of outpatients in China’s large hospitals: case of West China hospital of Sichuan university. Int J Clin Exp Med; 9(6):11923-11933.
Masoodi, M and Rahimzadeh, M. (2015).Measuring access to urban health services using Geographical Information System (GIS): a case study of health service
management in Bandar Abbas, Iran.Int J Health Policy Manag, 4(7), 439–445.http://DOI.10.15171/ijhpm.2015.23
Monoz, U.H and Kȁllestal, C.(2012).Geographical accessibility and spatial coverage modeling of the primary health care network in the Western Province of Rwanda.International Journal of Health Geographics, 11(40): 2-11.http://DOI:10.1186/1476-072X-11-40
Nainggilan, O., Hapsari, D., and Indrawati, L. (2016). Pengaruh Akses ke Fasilitas Kesehatan terhadap Kelengkapan Imunisasi Baduta (Analisis Riskeda 2013). Media Litbangkes, 26(1): 15-28.
Raval, D., & Rosenbaum, T. (2021). Why is distance important for hospital choice? Separating home bias from transport costs. The Journal of Industrial Economics, 69(2), 338-368. https://doi.org/10.1111/joie.12258
Rechel, B., Džakula, A., Duran, A., Fattore, G., Edwards, N., Grignon, M., Haas, M., Habicht, T., Marchildon, G.P., Moreno, A., Ricciardi, W., Vaughan, L., and Smith, T.A. (2016). Hospitals in rural or remote areas: An exploratory review of policies in 8 high-income countries.Health Policy 120 : 758–769. http://dx.doi.org/10.1016/j.healthpol.2016.05.011
Rejeki DSR, Fuad A, Widartono BS, Murgabdarwati EEH, and Kusnanto, H. (2019). Spatiotemporal Patterns of Malaria at Cross-Boundaries Area in Menoreh Hills, Java, Indonesia. Malar J; 18(80) :2-12.
Riyanto, I.A., Susianti, N.A., Sholihah, R.A., Rizki, R.L.P, Cahyadi, A., Naufal, M., Ramadhan, F., Ramadan, V.K. and Risky, A.S.(2020). The Spatiotemporal Analysis of Dengue Fever in Purwosari District, Gunungkidul Regency, Indonesia. Indonesian Journal of Geography, 52(1):80-91. http://dx.doi.org/10.22146/ijg. 49366.
Ruktanonchai, C.W., Ruktanonchai, N.W., Nove, A., Lopes, S., Pezzulo, C., Bosco, C., Victor Alegana, V.A., Burgert, C.R., Ayiko, R., Charles, A.S., Lambert, N., Msechu, E., Kathini, E., Matthews, Z., and Tatem, A.J. (2016). Equality in Maternal and Newborn Health: Modelling Geographic Disparities in Utilisation of Care in Five East African Countries. PLoS ONE, 11(8): 1-17. http://doi:10.1371/journal.pone.0162006
Sadeghi, M., Rahimi, M., Poornoroz, N., & Jahromi, F. F. (2021). Patient satisfaction with hospital services after the implementation of the health system. Archives Of Pharmacy Practice, 12(1), 31-36. https://doi.org/10.51847/tzWsa4CPAf
Satoto, T.B.T., Listyantanto, A., Agustjahjani, S.D., Josef, H.K., and Widartono, B.S. (2018). Vertical transmission of dengue virus in the Yogyakarta airport area. Environmental Health and Preventive Medicine, 23(22): 1-7.https://doi.org/10.1186/s12199-018-0711-6
Sidibe, M.O and Burkey, M.I. (2017). Geographic Accessibility to Hospitals in the United States:Rurality and Insurance Coverage. JRAP 47(2): 126-136.
Song, C., Chongsuvivatwong, V., Bu, O.Z.Z.L., Ji1, D., Ma, D.S.Z and
Sriplung, H. (2020). Relationship between hypertension and geographic altitude: a cross-sectional survey among residents in Tibet. Journal of International Medical Research, 48(2): 1–12. http://DOI:10.1177/0300060520903645
Sulistyorini, A and Purwanta. (2011). Pemanfaatan Fasilitas Pelayanan Kesehatan Pemerintah dan Swasta di Kabupaten Sleman. Jurnal Kesehatan Masyarakat Nasional, 5(4):178-184.
Surendra, H., Wijayanti, M.A., Murhandarwati, E.H., Irnawati, Yuniarti, T., Mardiati, Herdiana, Sumiwi, M..E., Hawley, W.A., Lobo, N.F., Cook, J., Drakeley, C., and Supargiyono. (2019). Analysis of serological data to investigate heterogeneity of malaria transmission: a community-based cross-sectional study in an area conducting elimination in Indonesia. Malar J, 18(277): 1-12. https://doi.org/10.1186/s12936-019-2866-z
Swinscow TDV, Campbell MJ. (1996). Statistics at Square One. Ninth Edition. London: BMJ Publ. https://doi.org/10.1002/(SICI)1097-0258(19971130)16:22<2629::AID-SIM698>3.0.CO;2-Z
Tai, W. T. C., Porell, F. W., & Adams, E. K. (2004). Hospital choice of rural medicare beneficiaries: Patient, hospital attributes, and the patient-physician relationship. Health Services Research, 39(6 I), 1903–1922. https://doi.org/10.1111/j.1475-6773.2004.00324.x
Tanser, F., Hosegood, V., Benzler, J., and Solarsh, G. (2001). New approaches to spatially analyse primary health care usage patterns in rural South Africa. Tropical Medicine and International Health, 6 (10): 826–838.
Vrangbæk, K., Østergren, K., Birk, H.O, and Winblad, U. (2007). Patient reactions to hospital choice in Norway, Denmark, and Sweden. Health Economics, Policy and Law. 2(2): 125-152. http://doi:10.1017/S174413310700401X
Yulisetyaningrum, Hidayah N., and Yuliarti, R. (2019). Hubungan Jarak dengan Kepatuhan Minum Obat Pada Pasien TBC di RSI Sunan Kudus. Jurnal Ilmu Keperawatan dan Kebidanan, 10(1): 248-255.
Zheng, Z., Xia, H., Ambinakudige, S., Qin, Y., Li, Y., Xie, Z., Zhang, L and Gu, H. (2019). Spatial Accessibility to Hospitals Based on Web Mapping API: An Empirical Study in Kaifeng, China Sustainability, 11(1160): 1-14. http://doi:10.3390/su11041160
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