Ecological indicators of water quality and marshland impact area (MARia) index of Ligawasan Marsh: a critically important wetland in the Southern Mindanao, Philippines
Open accessPublished version of a preprint
Abstract
Wetland ecosystems are vital for both biodiversity and communities that depend on them. The Ligawasan Marsh in the southern part of the Philippines is one of the most threatened wetlands in the country. Apart from increasing anthropogenic development, wetlands have faced warfare-driven threats that have hindered research and conservation efforts in the area for many decades. Our study is the first to investigate the patterns of physicochemical parameters, patterns of land use cover, and the relationship between land use change and marshland environmental status. We also developed the Marshland Impact Area (MARia) index to assess the potential impact contributions of the surrounding towns. We found a strong negative correlation between dissolved oxygen (DO) and indicators of pollution such as biochemical oxygen demand (BOD), chemical oxygen demand (COD), and heavy metals. Interestingly, we observed elevated levels of phosphate and mercury at all sampling sites in the Ligawasan Marsh. Our landscape-level modelling showed that these elevated levels are associated with expanding croplands and urbanisation surrounding the marsh. We found that the potential impact contribution of cropland and urbanisation from surrounding towns of the Ligawasan Marsh varied significantly, suggesting the importance of implementing local policies to reduce land use change impacts. With the current yet remaims limited knowledge and beyond safe pollution levels in the Ligawasan Marsh, it is crucial to implement collaborative and science-based governance to integrate conservation initiatives with the priorities of global targets, such as the Kunming-Montreal Global Biodiversity Framework, for a comprehensive and sustainable approach to Ligawasan Marsh conservation.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Multimodel Inference: Understanding AIC and BIC in Model Selection
Burnham, K. P., & Anderson, D. R. (2004) · Sociological Methods & Research · doi:10.1177/0049124104268644 · Cited by 11,648 · see citing works
Freshwater biodiversity: importance, threats, status and conservation challenges
Dudgeon, D., Arthington, A. H., Gessner, M. O., Kawabata, Z., Knowler, D. J., Lévêque, C., Naiman, R. J., Prieur‐Richard, A., Soto, D., Stiassny, M. L. J., et al. (2006) · Biological Reviews · doi:10.1017/s1464793105006950 · Cited by 8,489 · see citing works
Emerging threats and persistent conservation challenges for freshwater biodiversity
Reid, A. J., Carlson, A. K., Creed, I. F., Eliason, E. J., Gell, P. A., Johnson, P. T. J., Kidd, K. A., MacCormack, T. J., Olden, J. D., Ormerod, S. J., et al. (2019) · Biological Reviews · doi:10.1111/brv.12480 · Cited by 3,645 · see citing works
Freshwater biodiversity conservation: recent progress and future challenges
Strayer, D., & Dudgeon, D. (2010) · Journal of The North American Benthological Society · doi:10.1899/08-171.1 · Cited by 1,780 · see citing works
Mercury in the Aquatic Environment: A Review of Factors Affecting Methylation
Ullrich, S. M., Tanton, T. W., & Abdrashitova, S. A. (2001) · Critical Reviews in Environmental Science and Technology · doi:10.1080/20016491089226 · Cited by 1,669 · see citing works
Global land use / land cover with Sentinel 2 and deep learning
Karra, K., Kontgis, C. P., Statman-Weil, Z., Mazzariello, J. C., Mathis, M. M., & Brumby, S. P. (2021) · IEEE International Geoscience and Remote Sensing Symposium (IGARSS) · doi:10.1109/igarss47720.2021.9553499 · Cited by 1,347 · see citing works
Low dose mercury toxicity and human health
Zahir, F., Rizwi, S. J., Haq, S. K., & Khan, R. H. (2005) · Environmental Toxicology and Pharmacology · doi:10.1016/j.etap.2005.03.007 · Cited by 1,132 · see citing works
Centuries of Human-Driven Change in Salt Marsh Ecosystems
Gedan, K. B., Silliman, B. R., & Bertness, M. D. (2008) · Annual Review of Marine Science · doi:10.1146/annurev.marine.010908.163930 · Cited by 1,028 · see citing works
Scientists’ warning to humanity on the freshwater biodiversity crisis
Albert, J. S., Destouni, G., Duke-Sylvester, S. M., Magurran, A. E., Oberdorff, T., Reis, R. E., Winemiller, K. O., & Ripple, W. J. (2021) · Ambio · doi:10.1007/s13280-020-01318-8 · Cited by 943 · see citing works
Water quality assessment of lake water: a review
Bhateria, R., & Jain, D. (2016) · Sustainable Water Resources Management · doi:10.1007/s40899-015-0014-7 · Cited by 822 · see citing works
Effects of Agricultural Drainage on Aquatic Ecosystems: A Review
Blann, K. L., Anderson, J. L., Sands, G. R., & Vondracek, B. (2009) · Critical Reviews in Environmental Science and Technology · doi:10.1080/10643380801977966 · Cited by 747 · see citing works
MEETING ECOLOGICAL AND SOCIETAL NEEDS FOR FRESHWATER
Baron, J. S., Poff, N. L., Angermeier, P. L., Dahm, C. N., Gleick, P. H., Hairston, N. G., Jackson, R. B., Johnston, C. A., Richter, B. D., & Steinman, A. D. (2002) · Ecological Applications · doi:10.1890/1051-0761(2002)012[1247:measnf]2.0.co;2 · Cited by 636 · see citing works
Akinnawo, S. O. (2023) · Environmental Challenges · doi:10.1016/j.envc.2023.100733 · Cited by 598 · see citing works
Kannel, P. R., Lee, S., Lee, Y.-S., Kanel, S. R., & Khan, S. P. (2007) · Environmental Monitoring and Assessment · doi:10.1007/s10661-006-9505-1 · Cited by 587 · see citing works
Mercury Contamination in Forest and Freshwater Ecosystems in the Northeastern United States
Driscoll, C. T., Han, Y.-J., Chen, C. Y., Evers, D. C., Lambert, K. F., Holsen, T. M., Kamman, N. C., & Munson, R. K. (2007) · BioScience · doi:10.1641/b570106 · Cited by 564 · see citing works
Eutrophication: causes, consequences and control
Ansari, A. A., Rast, W., Lanza, G. R., & Singh Gill, S. (2010) · Springer eBooks · doi:10.1007/978-90-481-9625-8 · Cited by 441 · see citing works
The endocrine effects of mercury in humans and wildlife
Tan, S. W., Meiller, J., & Mahaffey, K. R. (2009) · Critical Reviews in Toxicology · doi:10.1080/10408440802233259 · Cited by 418 · see citing works
Wetlands of International Importance: Status, Threats, and Future Protection
Xu, T., Weng, B., Yan, D., Wang, K., Li, X., Bi, W., Li, M., Cheng, X., & Liu, Y. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16101818 · Cited by 374 · see citing works
Prospects for monitoring freshwater ecosystems towards the 2010 targets
Revenga, C., Campbell, I., Abell, R., de Villiers, P., & Bryer, M. (2005) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2004.1595 · Cited by 367 · see citing works
Giri, S. (2020) · Environmental Pollution · doi:10.1016/j.envpol.2020.116332 · Cited by 331 · see citing works
Water quality index as a simple indicator of aquaculture effects on aquatic bodies
Simões, F. D. S., Moreira, A. B., Bisinoti, M. C., Gimenez, S. M. N., & Yabe, M. J. S. (2007) · Ecological Indicators · doi:10.1016/j.ecolind.2007.05.002 · Cited by 270 · see citing works
Urbanization impacts on the structure and function of forested wetlands
Faulkner, S. P. (2004) · Urban Ecosystems · doi:10.1023/b:ueco.0000036269.56249.66 · Cited by 250 · see citing works
MERCURY CYCLING AND EFFECTS IN FRESHWATER WETLAND ECOSYSTEMS
Zillioux, E. J., Porcella, D. B., & Benoit, J. M. (1993) · Environmental Toxicology and Chemistry · doi:10.1002/etc.5620121208 · Cited by 246 · see citing works
Scheuhammer, A. M., Braune, B. M., Chan, H. M., Frouin‐Mouy, H., Krey, A., Letcher, R. J., Loseto, L. L., Noël, M., Ostertag, S., Ross, P. S., et al. (2014) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2014.05.142 · Cited by 233 · see citing works
Hench, K. R., Bissonnette, G. K., Sexstone, A. J., Coleman, J. G., Garbutt, K., & Skousen, J. (2003) · Water Research · doi:10.1016/s0043-1354(02)00377-9 · Cited by 212 · see citing works
Mercury methylation by anaerobic microorganisms: A review
Ma, M., Du, H., & Wang, D. (2019) · Critical Reviews in Environmental Science and Technology · doi:10.1080/10643389.2019.1594517 · Cited by 211 · see citing works
Smolders, A. J. P., LUCASSEN, E. C. H. E. T., Bobbink, R., Roelofs, J. G. M., & Lamers, L. P. M. (2009) · Biogeochemistry · doi:10.1007/s10533-009-9387-8 · Cited by 196 · see citing works
Threats, challenges and sustainable conservation strategies for freshwater biodiversity
Ahmed, S. F., Kumar, P. S., Kabir, M., Zuhara, F. T., Mehjabin, A., Tasannum, N., Hoang, A. T., Kabir, Z., & Mofijur, M. (2022) · Environmental Research · doi:10.1016/j.envres.2022.113808 · Cited by 183 · see citing works
Health risk and significance of mercury in the environment
Li, W. C., & Tse, H. F. (2014) · Environmental Science and Pollution Research · doi:10.1007/s11356-014-3544-x · Cited by 163 · see citing works
SCImago Graphica: a new tool for exploring and visually communicating data
Hassan‐Montero, Y., Anegón, F. D. M., & Guerrero‐Bote, V. P. (2022) · El Profesional de la Informacion · doi:10.3145/epi.2022.sep.02 · Cited by 163 · see citing works
Assessing the Impacts of Four Land Use Types on the Water Quality of Wetlands in Japan
Haidary, A., Amiri, B. J., Adamowski, J., Fohrer, N., & Nakane, K. (2013) · Water Resources Management · doi:10.1007/s11269-013-0284-5 · Cited by 162 · see citing works
Crosbie, B., & Chow‐Fraser, P. (1999) · Canadian Journal of Fisheries and Aquatic Sciences · doi:10.1139/cjfas-56-10-1781 · Cited by 151 · see citing works
Impacts of Mercury on Freshwater Fish-Eating Wildlife and Humans
Chan, H. M., Scheuhammer, A. M., Ferran, A., Loupelle, C., Holloway, J., & Weech, S. A. (2003) · Human and Ecological Risk Assessment An International Journal · doi:10.1080/713610013 · Cited by 148 · see citing works
Srivastav, A. L., Patel, N., Rani, L., Kumar, P., Dutt, I., Maddodi, B. S., & Chaudhary, V. K. (2023) · Environment Development and Sustainability · doi:10.1007/s10668-023-03117-z · Cited by 145 · see citing works
Yaws in the Philippines: first reported cases since the 1970s
Dofitas, B. L., Kalim, S. P., Toledo, C. B., & Richardus, J. H. (2020) · Infectious Diseases of Poverty · doi:10.1186/s40249-019-0617-6 · Cited by 138 · see citing works
Relationships between water quality parameters in rivers and lakes: BOD5, COD, NBOPs, and TOC
Lee, J., Lee, S., Yu, S., & Rhew, D. (2016) · Environmental Monitoring and Assessment · doi:10.1007/s10661-016-5251-1 · Cited by 132 · see citing works
Freshwater Harmful Algal Blooms: Toxins and Children's Health
Weirich, C. A., & Miller, T. R. (2014) · Current problems in pediatric and adolescent health care · doi:10.1016/j.cppeds.2013.10.007 · Cited by 125 · see citing works
Hughes, A. C., & Grumbine, R. E. (2023) · Frontiers in Environmental Science · doi:10.3389/fenvs.2023.1281536 · Cited by 125 · see citing works
Bioaccumulation, Detection and Analyses of Heavy Metal Pollution in Sultan Marsh and Its Environment
Aksoy, A., Demırezen, D., & Duman, F. (2005) · Water Air & Soil Pollution · doi:10.1007/s11270-005-3538-x · Cited by 125 · see citing works
Levels of Organic Pollution Indicators in Groundwater at the Old Landfill and Waste Management Site
Koda, E., Markiewicz, A., & Podlasek, A. (2017) · Applied Sciences · doi:10.3390/app7060638 · Cited by 119 · see citing works
Glibert, P. M., Al-Azri, A., Allen, J. I., Bouwman, L., Beusen, A. H. W., Burford, M. A., Harrison, P. J. H., & Zhou, M. (2018) · Ecological studies · doi:10.1007/978-3-319-70069-4_12 · Cited by 108 · see citing works
Restoration principles emerging from one of the world's largest tidal marsh restoration projects
Weinstein, M. P., Teal, J. M., Balletto, J. H., & Strait, K. A. (2001) · Wetlands Ecology and Management · doi:10.1023/a:1012058713910 · Cited by 94 · see citing works
Haque, S. E. (2021) · Sustainability · doi:10.3390/su13126565 · Cited by 83 · see citing works
Potential of Precision Farming Technologies for Eco-Friendly Agriculture
Gawande, V., Saikanth, D. R. K., Sumithra, B. S., Aravind, S. A., Swamy, G. N., Chowdhury, M., & Singh, B. V. (2023) · International Journal of Plant & Soil Science · doi:10.9734/ijpss/2023/v35i193528 · Cited by 66 · see citing works
Stephenson, P. J., Ntiamoa‐Baidu, Y., & Simaika, J. P. (2020) · Frontiers in Environmental Science · doi:10.3389/fenvs.2020.00061 · Cited by 61 · see citing works
Chen, B., & Dong, S. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192315929 · Cited by 58 · see citing works
Temporal dynamics of dissolved oxygen in a floating–leaved macrophyte bed
Goodwin, K. E., Caraco, N. F., & Cole, J. O. (2008) · Freshwater Biology · doi:10.1111/j.1365-2427.2008.01983.x · Cited by 57 · see citing works
Land use affects lowland stream ecosystems through dissolved oxygen regimes
Oliveira, P. C. D. R., van der Geest, H. G., Kraak, M. H. S., & Verdonschot, P. F. M. (2019) · Scientific Reports · doi:10.1038/s41598-019-56046-1 · Cited by 53 · see citing works
Salt marsh construction as a nature-based solution in an estuarine social-ecological system
Baptist, M. J., Dankers, P. J. T., Cleveringa, J., Sittoni, L., Willemsen, P. W. J. M., van Puijenbroek, M., de Vries, B. M. L., Leuven, J. R. F. W., Coumou, L., Kramer, H., et al. (2021) · Nature-Based Solutions · doi:10.1016/j.nbsj.2021.100005 · Cited by 51 · see citing works
McDowell, R. W., Simpson, Z., Ausseil, A.-G., Etheridge, Z., & Law, R. M. (2021) · Scientific Reports · doi:10.1038/s41598-021-95302-1 · Cited by 47 · see citing works
Impact of environmental changes and human activities on bacterial diversity of lakes
Islam, M. M. M., Shafi, S., Bandh, S. A., & Shameem, N. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-817495-1.00003-7 · Cited by 46 · see citing works
Findlay, S. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-812762-9.00004-6 · Cited by 46 · see citing works
Low oxygen tolerance of different life stages of temperate freshwater fish species
Elshout, P. M. F., Pires, L. M. D., LEUVEN, R. S. E. W., Bonga, S. E. W., & Hendriks, A. J. (2013) · Journal of Fish Biology · doi:10.1111/jfb.12167 · Cited by 41 · see citing works
Cooke, S. J., Harrison, I. J., Thieme, M. L., Landsman, S. J., Birnie‐Gauvin, K., Raghavan, R., Creed, I. F., Pritchard, G. A., Ricciardi, A. P., & Hanna, D. E. L. (2023) · PLOS Sustainability and Transformation · doi:10.1371/journal.pstr.0000065 · Cited by 39 · see citing works
Agduma, A. R., Garcia, F. G., Cabasan, M. T. N., Pimentel, J. L., Ele, R. J. A., Rubio, M. M., Murray, S. A., Hilario‐Husain, B. A., Cruz, K. C. D., Abdullah, S., et al. (2023) · Regional Sustainability · doi:10.1016/j.regsus.2023.05.003 · Cited by 39 · see citing works
Self-citationChemical indicators for pollution detection in terrestrial and aquatic ecosystems
Zaghloul, A., Saber, M., & El-Dewany, C. (2019) · Bulletin of the National Research Centre/Bulletin of the National Research Center · doi:10.1186/s42269-019-0203-x · Cited by 37 · see citing works
de Silva, A., Amaratunga, D., & Haigh, R. (2022) · Sustainability · doi:10.3390/su142316155 · Cited by 35 · see citing works
Physicochemical Parameters of Water and Its Implications on Avifauna and Habitat Quality
Mishra, A. P., Kumar, S., Patra, R., Kumar, A., Sahu, H., Chandra, N., Pande, C. B., & Alshehri, F. (2023) · Sustainability · doi:10.3390/su15129494 · Cited by 35 · see citing works
A freshwater perspective on the United Nations decade for ecosystem restoration
Cooke, S. J., Frempong‐Manso, A., Piczak, M. L., Karathanou, E., Clavijo, C., Ajagbe, S. O., Akeredolu, E., Strauch, A. M., & Piccolo, J. (2022) · Conservation Science and Practice · doi:10.1111/csp2.12787 · Cited by 34 · see citing works
Su, R., Lohner, R. N., Kuehn, K., Sinsabaugh, R. L., & Neely, R. (2007) · Aquatic Microbial Ecology · doi:10.3354/ame046295 · Cited by 28 · see citing works
Becker, N. I., Encarnação, J. A., Kalko, E. K. V., & Tschapka, M. (2012) · Comparative Biochemistry and Physiology Part A Molecular & Integrative Physiology · doi:10.1016/j.cbpa.2012.04.021 · Cited by 26 · see citing works
Wilkins, E. J., Sinclair, W., Miller, H. M., & Schuster, R. M. (2018) · Wetlands · doi:10.1007/s13157-018-1076-8 · Cited by 25 · see citing works
Sellner, K. G., & Rensel, J. E. (2018) · Wiley eBooks · doi:10.1002/9781118994672.ch12 · Cited by 23 · see citing works
Webster, A. J., Groffman, P. M., & Cadenasso, M. L. (2018) · Ecological Applications · doi:10.1002/eap.1709 · Cited by 23 · see citing works
Impacts of Intensified Agriculture Developments on Marsh Wetlands
Luan, Z., & Zhou, D. (2013) · The Scientific World JOURNAL · doi:10.1155/2013/409439 · Cited by 21 · see citing works
Testa, J. M., Liu, W., Boynton, W. R., Breitburg, D. L., Friedrichs, C. T., Li, M., Parrish, D. B., Trice, T. M., & Brady, D. C. (2024) · Estuaries and Coasts · doi:10.1007/s12237-024-01372-5 · Cited by 18 · see citing works
Cruz, K. C. D., Abdullah, S., Agduma, A. R., & Tanalgo, K. C. (2023) · Biodiversity · doi:10.1080/14888386.2023.2210119 · Cited by 16 · see citing works
Self-citationLoiselle, A., Pellerin, S., & Poulin, M. (2019) · Wetlands Ecology and Management · doi:10.1007/s11273-019-09692-1 · Cited by 15 · see citing works
Tanalgo, K. C., Cruz, K. D., Agduma, A. R., Respicio, J. M. V., Abdullah, S., Ele, R. J. A., Hilario‐Husain, B. A., Rubio, M. M., Murray, S. A., Casim, L. F., et al. (2023) · Biodiversity Data Journal · doi:10.3897/bdj.11.e110016 · Cited by 15 · see citing works
Self-citationKhongpet, W., Yanu, P., Pencharee, S., Puangpila, C., Hartwell, S. K., Lapanantnoppakhun, S., Yodthongdee, Y., Paukpol, A., & Jakmunee, J. (2020) · Analytical Methods · doi:10.1039/c9ay02327e · Cited by 15 · see citing works
(2015) · International Journal of Biosciences (IJB) · doi:10.12692/ijb/6.9.62-73 · Cited by 14 · see citing works
Freshwater: Oasis of Life—An Overview
Suring, L. H. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-409548-9.12463-7 · Cited by 14 · see citing works
Impact of Land Use Change on the Water Environment of a Key Marsh Area in Vientiane Capital, Laos
Phanmala, K., Lai, Y., & Xiao, K. (2023) · Water · doi:10.3390/w15244302 · Cited by 10 · see citing works
Environmental Impact Assessment
Wu, J. F., & Chang, I. (2020) · Springer eBooks · doi:10.1007/978-981-15-4894-9_4 · Cited by 10 · see citing works
Diversity of freshwater crab (decapoda) in meru betiri national park
Susilo, V. E., Suratno, Wowor, D., & Abror, M. N. (2020) · Journal of Physics Conference Series · doi:10.1088/1742-6596/1465/1/012008 · Cited by 8 · see citing works
AVALIAÇÃO DE PARÂMETROS DE QUALIDADE DE ÁGUAS SUPERFICIAIS EM MANANCIAIS DO MUNICÍPIO DE JALES – SP
Prandi-Rosa, G. A., & Filho, A. F. (2002) · Holos Environment · doi:10.14295/holos.v2i1.1611 · Cited by 6 · see citing works
Sinolinding, H. M., Porciuncula, F. L., & Corpuz, O. J. S. (2012) · Climate change management · doi:10.1007/978-3-642-31110-9_40 · Cited by 5 · see citing works
Buisan, N., & Roxas, A. (2021) · IOP Conference Series Earth and Environmental Science · doi:10.1088/1755-1315/837/1/012004 · Cited by 3 · see citing works
Sinolinding, H. M., & Porciuncula, F. L. (2005) · SEAFDEC/AQD Repository (Southeast Asian Fisheries Development Center) · Cited by 3 · see citing works
Caught on the Crossfire: Biodiversity Conservation Paradox of Sociopolitical ConflictPreprint
Hilario‐Husain, B. A., Guerrero, S. J. C., Tanalgo, K. C., Garcia, F. G., Lerios, T. E., Garcia, M. E. Z., Ele, R. J. A., Rubio, M. M., Murray, S. A., Reyes, J. L. D., et al. (2023) · Research Square · doi:10.21203/rs.3.rs-3490940/v1 · Cited by 3 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Brillantes, E. L., Esparagosa, H., Brillantes, N., Cordero, N., Laquihon, M. A., Pojas, Q. I., Balasa, N. K. B., & Tampoy, D. A. (2026) · Research Square · doi:10.21203/rs.3.rs-10460022/v1
Wetlands and water quality: ecological functions, threats, and conservation strategies
Rawat, G., Miglani, R., Kumar, A., Parveen, N., Siddiqui, U., Dewali, S., Bisht, S. S., BISHT, H. C. S., & Tyagi, I. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-34222-6.00011-5
Shi, L., Yan, L., Hu, P., Hong, Z., Hu, Y., Li, X., Wang, B., & Wang, J. (2026) · Ecological Indicators · doi:10.1016/j.ecolind.2026.115593
- Authors
- Tanalgo, K. C., Manampan-Rubio, M., Alvaro-Ele, R. J., Hilario-Husain, B. A., Murray, S. A., Delos Reyes, J. L., Pangato, N. M., Magkidong, N. S., Angcaco, K. L. D., Catulos, A. J., Dimacaling, A. D., Ruiz, J. O., Abdulkasan, R. M. A., Murray-Buday, M., Lidasan, A. K., Dela Cruz, K. C., Respicio, J. M. V., Abdullah, S. S., & Agduma, A. R.
- Affiliations
- University of Southern Mindanao (PH)
- Corresponding author
- Tanalgo, Krizler Cejuela
- ORCID
- Venue
- Discover Environment
- Published
- 2024-10-05
- Volume
- 2
- Issue
- 1
- ISSN
- 2731-9431 (ISSN-L)
- OpenAlex
- W4403150824
- Cited by
- 3
- References
- 81
- Citations by year
- 2026: 3
- FWCI
- 0.34
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Discover Environment (publishedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Ministry of Science and Technology of the Bangsamoro Autonomous Region in Muslim Mindanao
- Topics
- Physical Sciences › Environmental Science › Water Science and Technology › Water Quality and Pollution Assessment
- Physical Sciences › Engineering › Ocean Engineering › Wetland Management and Conservation
- Physical Sciences › Environmental Science › Ecology › Aquatic Ecosystems and Biodiversity
- Keywords
- wetland water quality, land use change, cropland expansion, urbanization, dissolved oxygen, biochemical oxygen demand, chemical oxygen demand, heavy metals, mercury, phosphate, physicochemical parameters, landscape modeling, wetland conservation, Southern Mindanao
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review