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Journal of Multidisciplinary Applied Natural Science

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Journal of Multidisciplinary Applied Natural Science

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Cilt 4 Sayı 2 (2024) Articles https://doi.org/10.47352/jmans.2774-3047.212

Exposure of the Population of Mindanao to Combined Natural and Anthropogenic Environmental Stressors

Hernan G Pantolla Alex C Gonzaga

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Hernan G Pantolla

https://orcid.org/0000-0001-7119-8083
  • hgpantolla@up.edu.ph
  • Department of Physical Sciences and Mathematics, University of the Philippines Manila, Manila-1000 (Philippines); Institute of Mathematical and Computing Sciences, Kolehiyo ng Lungsod ng Dasmariñas, Cavite-4114 (Philippines)
  • ##plugins.themes.gdThemes.author.noBiography##

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Alex C Gonzaga

https://orcid.org/0000-0002-7881-4755
  • acgonzaga@up.edu.ph
  • Department of Physical Sciences and Mathematics, University of the Philippines Manila, Manila-1000 (Philippines)
  • ##plugins.themes.gdThemes.author.noBiography##

##plugins.themes.gdThemes.publishedIn##: Mayıs 19, 2024

[1]
H. G. Pantolla ve A. C. Gonzaga, “Exposure of the Population of Mindanao to Combined Natural and Anthropogenic Environmental Stressors”, J. Multidiscip. Appl. Nat. Sci., c. 4, sy 2, ss. 273–290, May. 2024.

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Özet

In 2019, El Niño Southern Oscillation (ENSO) episodes in conjunction with climate change resulted in significant adverse impacts, particularly on developing nations. The year 2019 ranked among the top three warmest years since the mid-1800s. This paper aims to comprehensively analyze the El Niño period and the worsening climate trends observed in Mindanao, Philippines, during that year. The application of spatial analysis techniques revealed the existence of poverty hotspots characterized by below-average precipitation and enduring episodes of dangerous levels of heat index. The study documented instances of crop destruction and farmers' resulting problems. The application of multivariate clustering analysis revealed a significant association between urbanization and elevated mortality rates in climate-sensitive diseases. This finding suggests that the degree of urbanization has an apparent impact on regional mortality rates, ranging from modest to substantial increases. The findings underscore the necessity of implementing early warning systems and developing and implementing mitigation and adaptation methods. This is particularly crucial in sectors susceptible to adverse effects, such as agriculture and healthcare, where the immediate consequences are already observable.

Referanslar

  • [1] D. S. Arndt, J. Blunden, and R. J. H. Dunn. (2020). "Introduction". Bulletin of the American Meteorological Society. 101 (8): S1-S8. 10.1175/2020BAMSStateoftheClimate_Intro.1.

  • [2] W. Cai, A. Santoso, M. Collins, B. Dewitte, C. Karamperidou, J.-S. Kug, M. Lengaigne, M. J. McPhaden, M. F. Stuecker, A. S. Taschetto, A. Timmermann, L. Wu, S.-W. Yeh, G. Wang, B. Ng, F. Jia, Y. Yang, J. Ying, X.-T. Zheng, T. Bayr, J. R. Brown, A. Capotondi, K. M. Cobb, B. Gan, T. Geng, Y.-G. Ham, F.-F. Jin, H.-S. Jo, X. Li, X. Lin, S. McGregor, J.-H. Park, K. Stein, K. Yang, L. Zhang, and W. Zhong. (2021). "Changing El Niño–Southern Oscillation in a warming climate". Nature Reviews Earth & Environment. 2 (9): 628-644. 10.1038/s43017-021-00199-z.

    DOI: https://doi.org/10.1038/s43017-021-00199-z
  • [3] M. Collins, S.-I. An, W. Cai, A. Ganachaud, E. Guilyardi, F.-F. Jin, M. Jochum, M. Lengaigne, S. Power, A. Timmermann, G. Vecchi, and A. Wittenberg. (2010). "The impact of global warming on the tropical Pacific Ocean and El Niño". Nature Geoscience. 3 (6): 391-397. 10.1038/ngeo868.

  • [4] B. Edullantes, B. M. M. Concolis, R. Quilestino-Olario, D. P. D. Atup, A. Cortes, and A. T. Yñiguez. (2023). "Characteristics of Marine Heatwaves in the Philippines". Regional Studies in Marine Science. 62. 10.1016/j.rsma.2023.102934.

    DOI: https://doi.org/10.1016/j.rsma.2023.102934
  • [5] E. R. Harrould-Kolieb. (2019). "(Re)Framing ocean acidification in the context of the United Nations Framework Convention on Climate Change (UNFCCC) and Paris Agreement". Climate Policy. 19 (10): 1225-1238. 10.1080/14693062.2019.1649994.

    DOI: https://doi.org/10.1080/14693062.2019.1649994
  • [6] R. Leichenko and J. A. Silva. (2014). "Climate change and poverty: vulnerability, impacts, and alleviation strategies". WIREs Climate Change. 5 (4): 539-556. 10.1002/wcc.287.

  • [7] K. L. Akerlof, P. L. Delamater, C. R. Boules, C. R. Upperman, and C. S. Mitchell. (2015). "Vulnerable Populations Perceive Their Health as at Risk from Climate Change". International Journal of Environmental Research and Public Health. 12 (12): 15419-33. 10.3390/ijerph121214994.

  • [8] E. A. Mayrhuber, M. L. A. Duckers, P. Wallner, A. Arnberger, B. Allex, L. Wiesbock, A. Wanka, F. Kolland, R. Eder, H. P. Hutter, and R. Kutalek. (2018). "Vulnerability to heatwaves and implications for public health interventions - A scoping review". Environmental Research. 166 : 42-54. 10.1016/j.envres.2018.05.021.

  • [9] R. J. Rocque, C. Beaudoin, R. Ndjaboue, L. Cameron, L. Poirier-Bergeron, R. A. Poulin-Rheault, C. Fallon, A. C. Tricco, and H. O. Witteman. (2021). "Health effects of climate change: an overview of systematic reviews". BMJ Open. 11 (6): e046333. 10.1136/bmjopen-2020-046333.

  • [10] M. A. Mustafa, T. Mabhaudhi, and F. Massawe. (2021). "Building a resilient and sustainable food system in a changing world – A case for climate-smart and nutrient dense crops". Global Food Security. 28. 10.1016/j.gfs.2020.100477.

  • [11] H. Allen, B. J. Wright, K. Harding, and L. Broffman. (2014). "The role of stigma in access to health care for the poor". The Milbank Quarterly. 92 (2): 289-318. 10.1111/1468-0009.12059.

  • [12] K. W. Reid, E. Vittinghoff, and M. B. Kushel. (2008). "Association between the level of housing instability, economic standing and health care access: a meta-regression". Journal of Health Care for the Poor and Underserved. 19 (4): 1212-28. 10.1353/hpu.0.0068.

  • [13] C. D. Santiago, M. E. Wadsworth, and J. Stump. (2011). "Socioeconomic status, neighborhood disadvantage, and poverty-related stress: Prospective effects on psychological syndromes among diverse low-income families". Journal of Economic Psychology. 32 (2): 218-230. 10.1016/j.joep.2009.10.008.

  • [14] G. L. Beckles and C. F. Chou. (2016). "Disparities in the Prevalence of Diagnosed Diabetes - United States, 1999-2002 and 2011-2014". Morbidity and Mortality Weekly Report. 65 (45): 1265-1269. 10.15585/mmwr.mm6545a4.

  • [15] W. M. Schultz, H. M. Kelli, J. C. Lisko, T. Varghese, J. Shen, P. Sandesara, A. A. Quyyumi, H. A. Taylor, M. Gulati, J. G. Harold, J. H. Mieres, K. C. Ferdinand, G. A. Mensah, and L. S. Sperling. (2018). "Socioeconomic Status and Cardiovascular Outcomes: Challenges and Interventions". Circulation. 137 (20): 2166-2178. 10.1161/CIRCULATIONAHA.117.029652.

  • [16] D. Lewer, W. Jayatunga, R. W. Aldridge, C. Edge, M. Marmot, A. Story, and A. Hayward. (2020). "Premature mortality attributable to socioeconomic inequality in England between 2003 and 2018: an observational study". Lancet Public Health. 5 (1): e33-e41. 10.1016/S2468-2667(19)30219-1.

  • [17] J. G. Fritze, G. A. Blashki, S. Burke, and J. Wiseman. (2008). "Hope, despair and transformation: Climate change and the promotion of mental health and wellbeing". International Journal of Mental Health Systems. 2 (1): 13. 10.1186/1752-4458-2-13.

  • [18] J. A. Marengo, R. Jones, L. M. Alves, and M. C. Valverde. (2009). "Future change of temperature and precipitation extremes in South America as derived from the PRECIS regional climate modeling system". International Journal of Climatology. 29 (15): 2241-2255. 10.1002/joc.1863.

  • [19] K. R. Smith. (2008). "Comparative environmental health assessments". Annals of the New York Academy of Sciences. 1140 : 31-9. 10.1196/annals.1454.032.

  • [20] S. S. Zhou, F. Huang, J. J. Wang, S. S. Zhang, Y. P. Su, and L. H. Tang. (2010). "Geographical, meteorological and vectorial factors related to malaria re-emergence in Huang-Huai River of central China". Malaria Journal. 9 : 337.10.1186/1475-2875-9-337.

  • [21] S. Lozano-Fuentes, M. H. Hayden, C. Welsh-Rodriguez, C. Ochoa-Martinez, B. Tapia-Santos, K. C. Kobylinski, C. K. Uejio, E. Zielinski-Gutierrez, L. D. Monache, A. J. Monaghan, D. F. Steinhoff, and L. Eisen. (2012). "The dengue virus mosquito vector Aedes aegypti at high elevation in Mexico". American Journal of Tropical Medicine and Hygiene. 87 (5): 902-9. 10.4269/ajtmh.2012.12-0244.

    DOI: https://doi.org/10.4269/ajtmh.2012.12-0244
  • [22] B. Stone, J. J. Hess, and H. Frumkin. (2010). "Urban form and extreme heat events: are sprawling cities more vulnerable to climate change than compact cities?". Environmental Health Perspectives. 118 (10): 1425-8. 10.1289/ehp.0901879.

  • [23] C. K. Uejio, O. V. Wilhelmi, J. S. Golden, D. M. Mills, S. P. Gulino, and J. P. Samenow. (2011). "Intra-urban societal vulnerability to extreme heat: the role of heat exposure and the built environment, socioeconomics, and neighborhood stability". Health Place. 17 (2): 498-507. 10.1016/j.healthplace.2010.12.005.

  • [24] J. Samson, D. Berteaux, B. J. McGill, and M. M. Humphries. (2011). "Geographic disparities and moral hazards in the predicted impacts of climate change on human populations". Global Ecology and Biogeography. 20 (4): 532-544. 10.1111/j.1466-8238.2010.00632.x.

  • [25] T. Kjellstrom, B. Lemke, and M. Otto. (2013). "Mapping occupational heat exposure and effects in South-East Asia: ongoing time trends 1980-2011 and future estimates to 2050". Industrial Health. 51 (1): 56-67. 10.2486/indhealth.2012-0174.

  • [26] L. Acosta-Michlik, U. Kelkar, and U. Sharma. (2008). "A critical overview: Local evidence on vulnerabilities and adaptations to global environmental change in developing countries". Global Environmental Change. 18 (4): 539-542. 10.1016/j.gloenvcha.2008.10.001.

  • [27] M. Levi, T. Kjellstrom, and A. Baldasseroni. (2018). "Impact of climate change on occupational health and productivity: a systematic literature review focusing on workplace heat". Medicina del Lavoro. 109 (3): 163-79. 10.23749/mdl.v109i3.6851.

  • [28] G. Luber and M. McGeehin. (2008). "Climate change and extreme heat events". American Journal of Preventive Medicine. 35 (5): 429-35. 10.1016/j.amepre.2008.08.021.

  • [29] R. C. Luginbuhl, L. L. Jackson, D. N. Castillo, and K. A. Loringer. (2008). "Heat-Related Deaths Among Crop Workers—United States, 1992-2006". Morbidity and Mortality Weekly Report. 57 (24): 649–653. 10.1001/jama.300.9.1017.

  • [30] S. Sahu, M. Sett, and T. Kjellstrom. (2013). "Heat exposure, cardiovascular stress and work productivity in rice harvesters in India: implications for a climate change future". Industrial Health. 51 (4): 424-31. 10.2486/indhealth.2013-0006.

  • [31] T. Kjellstrom and J. Crowe. (2011). "Climate Change, Workplace Heat Exposure, and Occupational Health and Productivity in Central America". International Journal of Occupational and Environmental Health. 17 (3): 270-281. 10.1179/oeh.2011.17.3.270.

  • [32] M. L. Parry.(2007)." Climate change 2007-impacts, adaptation and vulnerability: Working group II contribution to the fourth assessment report of the IPCC". Cambridge University Press.

  • [33] G. P. Yumul Junior, N. A. Cruz, N. T. Servando, and C. B. Dimalanta. (2008). "The meteorologically abnormal year of 2006 and natural disasters in the Philippines". Episodes. 31 (4): 378-383. 10.18814/epiiugs/2008/v31i4/002.

  • [34] R. Briones, E. Antonio, C. Habito, E. Porio, and D. Songco. (2017). "Strategic review: Food security and nutrition in the Philippines". World Food Program.  

  • [35] C. Reyes, J. Bancolita, N. L. Leyso, and S. J. Calubayan. (2014). "Impacts of climate change on household food security in the Philippines". Food and Agricultural Organization-Community Based Management System.  

  • [36] G. Ziervogel and P. J. Ericksen. (2010). "Adapting to climate change to sustain food security". WIREs Climate Change. 1 (4): 525-540. 10.1002/wcc.56.

  • [37] M. Laskari, G. Menexes, I. Kalfas, I. Gatzolis, and C. Dordas. (2022). "Water Stress Effects on the Morphological, Physiological Characteristics of Maize (Zea mays L.), and on Environmental Cost". Agronomy. 12 (10). 10.3390/agronomy12102386.

  • [38] D. R. K. Saikanth, S. Kumar, M. Rani, A. Sharma, S. Srivastava, D. Vyas, G. A. Singh, and S. Kumar. (2023). "A Comprehensive Review on Climate Change Adaptation Strategies and Challenges in Agriculture". International Journal of Environment and Climate Change. 13 (11): 10-19. 10.9734/ijecc/2023/v13i113138.

  • [39] A. Saad-Hussein, H. K. Ramadan, A. Bareedy, and R. Elwakil. (2022). "Role of Climate Change in Changing Hepatic Health Maps". Current Environmental Health Reports. 9 (2): 299-314. 10.1007/s40572-022-00352-w.

  • [40] T. Hák, S. Janoušková, and B. Moldan. (2016). "Sustainable Development Goals: A need for relevant indicators". Ecological Indicators. 60 : 565-573. 10.1016/j.ecolind.2015.08.003.

  • [41] E. F. Huesca. (2016). In: " Human Insecurities in Southeast Asia, (Asia in Transition, ch. Chapter 11". 173-192. 10.1007/978-981-10-2245-6_11.

  • [42] W. Gao, Z. Wang, and H. Huang. (2022). "Variations of the Eco-Hydro-Climatic Environment Response to the 2015/2016 Super El Niño Event in the Mindanao Dome Upwelling System". Journal of Ocean University of China. 21 (1): 69-80. 10.1007/s11802-022-4695-x.

  • [43] E. M. Vo, F. P. Lansigan, A. M. Salazar, C. L. Khan, D. V. Faustino-Eslava, R. A. Luyun, and N. C. Altoveros. (2017). "Smarter approaches to reinvigorate agriculture as an industry in the Philippines (project SARAI)". 

  • [44] G. B. Anderson, M. L. Bell, and R. D. Peng. (2013). "Methods to calculate the heat index as an exposure metric in environmental health research". Environmental Health Perspectives. 121 (10): 1111-9. 10.1289/ehp.1206273.

  • [45] P. K. Suprapto, I. R. Husna, V. Meylani, and A. Wibowo. (2023). "Spatial Estimations of Suitable Intertidal Habitats for Conservations of Sea Urchin Community in Sancang Coast, West Java". Journal of Multidisciplinary Applied Natural Science. 3 (2): 113-121. 10.47352/jmans.2774-3047.162.

    DOI: https://doi.org/10.47352/jmans.2774-3047.162
  • [46] E. B. Anderes. (2012). In: "Encyclopedia of Environmetrics". 10.1002/9780470057339.vak003.pub2.

  • [47] J. Wang, Q. Meng, C. Yang, P. Ren, and M. Santamouris. (2023). "Spray optimization to enhance the cooling performance of transparent roofs in hot-humid areas". Energy and Buildings. 286. 10.1016/j.enbuild.2023.112929.

  • [48] H. Staiger, G. Laschewski, and A. Gratz. (2012). "The perceived temperature - a versatile index for the assessment of the human thermal environment. Part A: scientific basics". International Journal of Biometeorology. 56 (1): 165-76. 10.1007/s00484-011-0409-6.

  • [49] M. Cheng, Y. Wang, B. Engel, W. Zhang, H. Peng, X. Chen, and H. Xia. (2017). "Performance Assessment of Spatial Interpolation of Precipitation for Hydrological Process Simulation in the Three Gorges Basin". Water. 9(11). 10.3390/w9110838.

  • [50] C. Fan, S. Yin, and D. Chen. (2021). "Spatial correlations of daily precipitation over mainland China". International Journal of Climatology. 41 (14): 6350-6365. 10.1002/joc.7199.

  • [51] R. Yang and B. Xing. (2021). "A Comparison of the Performance of Different Interpolation Methods in Replicating Rainfall Magnitudes under Different Climatic Conditions in Chongqing Province (China)". Atmosphere. 12 (10).  10.3390/atmos12101318.

  • [52] G. Ali, M. Sajjad, S. Kanwal, T. Xiao, S. Khalid, F. Shoaib, and H. N. Gul. (2021). "Spatial-temporal characterization of rainfall in Pakistan during the past half-century (1961-2020)". Scientific Reports. 11 (1): 6935. 10.1038/s41598-021-86412-x.

  • [53] B. Sahu, A. K. Ghosh, and Seema. (2021). "Deterministic and geostatistical models for predicting soil organic carbon in a 60 ha farm on Inceptisol in Varanasi, India". Geoderma Regional. 26. 10.1016/j.geodrs.2021.e00413.

    DOI: https://doi.org/10.1016/j.geodrs.2021.e00413
  • [54] K. Krivoruchko and A. Gribov. (2014). In: "Mathematics of Planet Earth, (Lecture Notes in Earth System Sciences, ch. Chapter 15". 61-64. 10.1007/978-3-642-32408-6_15.

  • [55] R. Rajesh, L. Elango, and K. Brindha. (2019). In: "GIS and Geostatistical Techniques for Groundwater Science". 57-78. 10.1016/b978-0-12-815413-7.00006-7.

  • [56] J. K. Ord and A. Getis. (2010). "Local Spatial Autocorrelation Statistics: Distributional Issues and an Application". Geographical Analysis. 27 (4): 286-306. 10.1111/j.1538-4632.1995.tb00912.x.

  • [57] M. Ghodousi, A. Sadeghi-Niaraki, F. Rabiee, and S.-M. Choi. (2020). "Spatial-Temporal Analysis of Point Distribution Pattern of Schools Using Spatial Autocorrelation Indices in Bojnourd City". Sustainability. 12 (18).  10.3390/su12187755.

  • [58] J. Mesquitela, L. B. Elvas, J. C. Ferreira, and L. Nunes. (2022). "Data Analytics Process over Road Accidents Data—A Case Study of Lisbon City". ISPRS International Journal of Geo-Information. 11 (2). 10.3390/ijgi11020143.

  • [59] F. Hilario, R. d. Guzman, D. Ortega, P. Hayman, and B. Alexander. (2009). "El Niño Southern Oscillation in the Philippines: Impacts, Forecasts, and Risk Management". Philippine Journal of Development. 66

  • [60] A. M. O. Mohamed, E. K. Paleologos, and F. Howari.(2020)." Pollution assessment for sustainable practices in applied sciences and engineering". Butterworth-Heinemann.

  • [61] A. R. Gatrad. (1994). "Muslim customs surrounding death, bereavement, postmortem examinations, and organ transplants". BMJ. 309 (6953): 521-3. 10.1136/bmj.309.6953.521.

    DOI: https://doi.org/10.1136/bmj.309.6953.521
  • [62] J.-M. N. Kayembe and H.-C. N. Kayembe. (2017). In: "Contemporary Topics of Pneumonia, ch. Chapter 2". 10.5772/intechopen.71609.

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