1) Abdullah, A. Y. M., Dewan, A., Kiselev, G., & Rahman, M. M. (2023). Integrating GIS and remote
sensing for flood risk assessment and sustainable urban planning: A systematic review. Environmental
Science and Policy, 146, 103–118.
https://doi.org/10.1016/j.envsci.2023.06.012
2) Cruz, R., Narisma, G., & Villafuerte, Q. (2017). Climate change impacts and adaptation in the Philippines.
Climate, Disaster and Development Journal, 3(2), 45–62.
https://climateadaptationplatform.com/climatechange-adaptation-impacts-and-vulnerabilities-in-the-philippines
3) Department of Environment and Natural Resources–Mines and Geosciences Bureau. (2020). Flood
hazard maps.
https://www.mgb.gov.ph
4) Department of Human Settlements and Urban Development. (2020). Comprehensive land use planning
guidebook.
https://dhsud.gov.ph
5) Department of Environment and Natural Resources–Mines and Geosciences Bureau. (2020). Flood
hazard maps.
https://www.mgb.gov.ph
6) Department of Environment and Natural Resources. (2018). Tagum-Libuganon River Basin management
reports.
7) Else, H., Khanna, P., & Hassan, H. (2023). AI-generated research paper fabrication and plagiarism in the
scientific community. Patterns, 4(4), 100706.
https://doi.org/10.1016/j.patter.2023.100706
8) Gray, J., Lloyd, S., Healey, S., & Opdyke, A. (2022). Urban and rural patterns of typhoon mortality in the
Philippines.
https://www.sciencedirect.com/science/article/pii/S2590061722000217#bb0010
9) Intergovernmental Panel on Climate Change. (2023). Climate change 2023: Synthesis report.
Contribution of Working Groups I, II and III to the Sixth Assessment Report of the Intergovernmental
Panel on Climate Change. IPCC.
https://www.ipcc.ch/report/ar6/syr/
10) Jeruss, J. S., & Cunningham, R. M. (2023). Working toward greater transparency to improve the
management of research misconduct. JAMA Network Open, 6(6), e2320799.
https://doi.org/10.1001/jamanetworkopen.2023.20799
11) Koks, E. E., Thissen, M., Alfieri, L., De Moel, H., & Aerts, J. C. J. H. (2023). Integrating spatial flood
risk assessment into climate adaptation and urban planning. Nature Cities, 1(2), 108–117.
https://doi.org/10.1038/s44284-023-00020-8
12) Lasco, R. D., Delfino, R. J. P., & Pulhin, F. B. (2020). Climate change adaptation in the Philippines.
Climate and Development, 12(8), 687–699.
13) Longley, P. A., & Goodchild, M. F. (2019). Geographic information science and systems. In International
Encyclopedia of Human Geography (2nd ed., pp. 29–36). Elsevier.
https://doi.org/10.1016/B978-0-08-
102295-5.10557-8
14) Merz, B., Kreibich, H., Vorogushyn, S., & Blöschl, G. (2022). Flood risk assessment at multiple scales:
Recent advances and future perspectives. Natural Hazards and Earth System Sciences, 22(4), 1371–1392.
https://doi.org/10.5194/nhess-22-1371-2022
15) Mines and Geosciences Bureau. (2020). Flood susceptibility maps. Department of Environment and
Natural Resources.
https://www.mgb.gov.ph
16) Muthanna, A., Chaaban, Y., & Qadhi, S. (2024). A model of the interrelationship between research ethics
and research integrity. International Journal of Qualitative Studies on Health and Well-being, 19(1),
2295151.
https://doi.org/10.1080/17482631.2023.229515
17) Philippine Statistics Authority. (2023). 2020 Census of Population and Housing (2020 CPH).
https://psa.gov.ph
18) Pelone, B., & Arellano, A. J. (2024). Flood preparedness and utilization of early warning systems among
households in selected flood-prone areas in Tagum City, Davao del Norte.
https://ejournals.ph/article.php?id=24157
19) Tellman, B., Sullivan, J. A., & Doyle, C. S. (2021). Global flood observation with multiple satellites:
Applications in Rio Salado (Argentina) and the Eastern Nile Basin. In Global Drought and Flood:
Observation, Modeling, and Prediction (pp. 99–121). Wiley.
https://doi.org/10.1002/9781119427339.ch5
20) United Nations Office for Disaster Risk Reduction. (2022). Global Assessment Report on Disaster Risk
Reduction 2022: Our World at Risk—Transforming Governance for a Resilient Future.
https://www.undrr.org/gar2022