Climate Change Vulnerability Assessment in Mangrove-Dependent Communities of Manoka Island, Littoral Region of Cameroon

This study was conducted on Manoka Island (Littoral Region of Cameroon) with the aim of analyzing climate change vulnerability and local adaptation strategies based on the local community's perceptions and biophysical evidence. We used household surveys, focus group discussions, field observation, GIS, and remote sensing to collect data on variables of exposure, sensitivity, and adaptive capacity. Historical changes in rainfall and temperature, mangrove cover, and the occurrence of extreme climatic events were used as indicators of exposure. Property losses and income structure were used as indicators of sensitivity, while human, natural, social, financial, and physical assets represented adaptive capacity. 89 households were interviewed in the nine settlements of the island. Results show that Manoka Island is experiencing irregular rainfall patterns (with average annual values deviating from the mean by −1.9 to +1.8 mm) and increasing temperature (with annual values deviating from the mean by −1.2 to +3.12). The dynamics of the coastline between 1975 and 2017 using EPR show average setbacks of more than ±3 m/year, with erosion levels varying depending on the period and location. The number of households perceiving extreme climatic events like seasonal variability, flood, and rain storm was higher. From respondents' perception, housing and health are the sectors most affected by climate change. The reported high dependence of households on fishing for income, their overall low livelihood diversification, and their poor access to climate information reported by 65% of respondents portray their poor adaptive capacity. Local response initiatives are ineffective and include among others constructing buildings on stilts and using car wheels to counter the advancement of seawater inland. The study concludes that households on Manoka Island are vulnerable to the impacts of climate change. Income diversification, mangrove reforestation, the development of sustainable supply chains for wood fuel, and sustainable fish smoking devices are the main pathways for adaptation planning in this area.


Introduction
Climate change has become a matter of concern in the current debates over environmental management across the world. e frequency and magnitude of extreme weather events, as well as sea levels, are expected to increase [1,2]. e ecosystems that are most sensitive to all these disturbances are those of forests, mountain environments, and wetlands including mangroves, which represent coastal ecosystems bordering tropical seas [3].
In coastal areas in particular, previous studies identified some potential biogeophysical hazards to which coastal areas are exposed, including floods, strong winds, coastal erosion, increased salinity of estuaries, alteration of the quality of water available in aquifers, and the disappearance of certain "wet" zones and low-lying coastal fringes [4]. Storms affecting daily life and the economy in marine and coastal areas were also pointed out by some researchers [5], calling for better knowledge about the vulnerability and mitigation or adaptation measures that reduce their impact.
Coastal areas have an invaluable ecological, economic, and social role to play at both local and global levels [6,7]. e climate-related threats they face can have negative effects at the socioeconomic and environmental levels by acting specifically on species distribution [8], agriculture, drinking water supply, health systems, and mangroves. According to the sixth report of the Intergovernmental Panel on Climate Change (IPCC) [1], the global temperature was 1.09°C higher in 2011-2020 than in 1850-1900 and the sea level rose by 3.7 mm/year between 2006 and 2018, with human influence being the likely main driver since at least 1971. According to the World Meteorological Organization (WMO) [2], in much of Africa, the temperature has already risen by more than 1°C since 1901, with increased numbers of heat waves and scorching days.
is increase in temperature and changes in rainfall patterns also significantly affect population health across Africa.
Worldwide, scientists have studied and helped improve our understanding of mangroves in the context of a warming climate, emphasizing their vulnerability and also knowledge gaps around climate change impacts [9]. Historically, mangrove areas in Africa, which accounted for 20% of world mangrove areas in 2001, have changed in response to sealevel rise, resulting from the thermal expansion of ocean water and melting of the polar ice caps [9].
In Cameroon, mangroves are particularly threatened by various anthropogenic activities (fish smoking, construction, sand extraction, population growth, urban infrastructure development, economic pressure from oil exploration, etc.), which have contributed to about 30% loss between 1980 and 2006 [10,11]. Concerning the mangroves of the Wouri estuary, studies underlined that a strong anthropization is at the origin of many environmental impacts [12]. Based on an analysis of the spatial evolution of the Mabe Mangrove Reserve, an overall decrease of 5710.83 ha (13% decrease) between 1986 and 2014 corresponding to an annual loss of 1162.25 ha (0.48% decrease) of mangrove was reported [13]. e highest rate of degradation was between 1986 and 2000. is loss reflects the pressure on this ecosystem. Fuelwood collection is known to be one of the main drivers of mangrove degradation and deforestation [11,14,15]). A study conducted in the Douala-Edéa Reserve identified a total area of approximately 11,025.3 ha (or 4%) of completely degraded mangroves requiring reforestation [16]. A similar trend in mangrove forest degradation was reported for Manoka Island, where evidence showed a reduction of mangrove forest cover from 6459 ha in 1986 to 5665.59 ha in 2018 (14% loss) [15].
Cameroon national policy documents such as the National Communication on Climate Change and the National Adaptation Plan have regularly mentioned the Far North and coastal areas as the most vulnerable areas of Cameroon.
So far, some attempts have been made to understand the impact of climate change and adaptation strategies in the coastal areas of Cameroon.
Along the southwest coast of Cameroon, mudslides, high tides, storm surges, saltwater intrusions, flash floods, rainstorms, landslides and lava flows resulting from an eruption, wind storms, and strong erosion were reported as the main natural hazards [17,18]. ese natural hazards have caused damage to houses, classrooms, farmland, and cars and the loss of household appliances; in addition, people have been injured or lost their lives [17,18]. is means there is a high vulnerability of the populations living there, particularly to flooding. In this area, studies reported that flood-triggered migration has meant the relocation of settlements to around 3.5 km inland over the past 45 years, with a corresponding loss of around 989 ha of mangrove forest cover [19]. Similarly, the relocation of more than 1286 people has been reported in Cape Cameroon following coastal erosion that caused significant coastline movement. Damage to the houses, total loss of houses, loss of farmland, loss of domestic animals, loss of agricultural crops, and landscape distortion were additional local effects [20,21]. e vulnerability of Cameroon's mangrove ecosystems in the Wouri estuary has been investigated. While the mangroves of the Douala estuary in Cameroon have an overall resilience, some inherent vulnerability due to the low tidal amplitude of the area has been reported [22]. ere is evidence of increased vulnerability due to decreasing rainfall and irregular rainfall patterns, increased occurrence of extreme climatic events, and increased levels of coastal erosion, resulting in several effects, including low adaptive capacity [23]. e synergy between adaptation and mitigation was pointed out as a way to promote resilient responses. In coastal areas, exploring adaptation options requires an assessment and understanding of existing vulnerabilities.
Manoka is a small tropical island town located in the Littoral Region of Cameroon. e island is situated about 50 km from the mainland area near Douala city. It is a periurban area with landscape development under the influence of urbanization. Different types of pressure are exerted on the natural resources of this fragile island, particularly on mangroves.
ere is currently little knowledge available on existing or future vulnerabilities on this island. Some previous vulnerability assessments have been conducted in the Littoral Region of Cameroon, but very few have quantitatively and holistically measured the vulnerability level of the whole social-ecological system with analysis of the spatial differences in Manoka, and this is the problem this study is aiming to address.
With the current advances in human understanding of vulnerability, this concept has evolved over time to integrate nature, economy, society, humanities, environment, and other comprehensive categories. In this study, vulnerability to climate change is understood as the extent to which a system is unable to cope with the adverse effects of climate change and climate variability [1]. e process of reducing vulnerability requires a thorough understanding of who is vulnerable and why. is work seeks to answer the following specific questions: is study aims to assess climate change vulnerability (through its variables of exposure, sensitivity, and adaptive capacity) and local response strategies on Manoka Island.
is profiling of the vulnerability to climate change in this area will be important in developing appropriate adaptation strategies. e study is important as it will generate information that can be used locally (e.g., at the council level or at the subdivisional level) as well as nationally for better planning of a climate change response.

Study Area.
Manoka is a small island town located in the Littoral Region of Cameroon at 3°47′27.69″N and 9°36′45.78″E ( Figure 1) and is the headquarters of the newly created Douala 6 subdivision. Manoka Island has a surface area of 10,031 ha and has a population of about 3371, consisting of 10% Cameroonians and 90% foreigners from West Africa [23]. Fishing is the main activity practiced by men and women of the island. Manoka Island is one of 24 islands found in this council area. e average elevation is 12 m. Two types of ecosystems are present: mangrove and low-altitude coastal forest. To enhance the protection of the important ecosystems of this island, 55% of its surface area was classified as part of the Douala-Edéa National Park. A community forest (30% of the island) was also awarded to local populations. e remaining part of the island is referred to as community land where the population can do their activities. Several types of ecotones can be found on Manoka Island. ese include the land-sea ecotone and the mangrove-land forest ecotone ( Figure 2). With the increase of population, important parts of the island have gradually been transformed to form settlements [15]. e climate is of the equatorial type and is characterized by very high humidity of around 85%, especially in the rainy season; low thermal amplitudes that are not very variable depending on the location, with an average annual temperature of 27.2°C; and heavy rainfall, varying from 2400 to 4000 mm per year [20]. About 759 households exist in the area, making a total population of approximately 3371. e island is surrounded by the ocean and located not far from the Wouri River and Dibamba River. e island is thus under the influence of both continental and sea waters. Hydrologic, climatic, and meteorological factors related to coastal islands are thus impacting Manoka.

Vulnerability Assessment Framework.
is study built on IPCC guidelines for vulnerability assessment [24]. e methodological framework was adapted from several assessment frameworks, one of which is the multidimensional framework for exploring the vulnerability of socioecological systems. It considers vulnerability as a function of exposure, sensitivity, and adaptive capacity [25,26].
For developing survey questionnaires, we built on previous studies [27] that proposed a set of 10 indicators to assess social vulnerability to climate change: (i) demographically vulnerable groups, (ii) dependence on vulnerable resources and services, (iii) current household livelihood and income diversity, (iv) perceived alternative and supplementary livelihoods, (v) awareness of household vulnerability to climate hazards, (vi) access to and use of climate-related knowledge, (vii) formal and informal networks supporting climate hazard reduction and adaptation, (viii) ability of a community to reorganize, (ix) governance and leadership, and (x) equitable access to resources. e approach to assessing adaptive capacity used the following influential factors reported as key determinants of adaptive capacity: spatial configuration, environmental sensitivity, social cohesion, economic diversification, political-institutional structuring and living conditions, access and distribution of resources, technology, information and wealth; risk perceptions; social capital and community structure; and institutional frameworks that address climate change hazards [28,29].
In this study, historical changes in climate variables (rainfall and temperature), physical information (importance of mangrove cover), and occurrence of extreme climatic events are taken as indicators of exposure. Loss of assets (land, crops, and equipment) due to climate-related disasters over recent years and income structure represent sensitivity for this study. Elements used to analyze adaptive capacity included human resource assets (awareness about climate change), social assets (membership in communitybased organizations and participation in a development projects), financial assets (livelihood diversification), and physical assets (house quality and devices to access climaterelated information). e study adopted Klein and Nicholls's method to identify and classify adaptation options [30]: managed retreat, accommodation, and protection (Table 1).

Coastal Erosion Mapping.
e mapping was constructed from Landsat images from 1973, 1986, 2000, and 2017, including Landsat 5 MSS, Landsat 7 TM, Landsat ETM, and Landsat 8. ese images were freely downloaded from the USGS website.
e different coastlines were automatically extracted using ArcGIS software from an unsupervised classification. Having the coastlines mapped in four different years, a baseline is defined and is used as a reference for the calculation of the transects. Table 2 shows the characteristics of the images used for this mapping. e erosion modeling was done using the Digital Shoreline Analysis System (DSAS) [31]. e levels of vulnerability were rated on a scale of five (very high erosion, high erosion, low erosion, low accretion, and very strong accretion).
Two types of calculations were made: (i) Net shoreline movement (NSM) reports a distance, not a rate. It is associated with the dates of only two shorelines. It reports the distance between the oldest and youngest shorelines for each transect [32]. is represents the total distance between the older and younger shorelines [33]. e overall change in shoreline position was estimated using NSM. e endpoint rate (ERP) operator was used to calculate the rollback rate in m/year. e end point rate (ERP) method is the distance on the transect between two shorelines, the most recent and the oldest, divided by the number of years between these shorelines [33,34].
where R is the velocity in meters per year (m/year), D is the distance in meters, and Te is the time lapse between the oldest and newest coastlines (years). EPR still works well even when only two coastlines are used to analyze evolution [31]. e parameters used to calculate change statistics included the shoreline change envelope (SCE), net shoreline movement (NSM), end point rate (EPR), linear regression rate (LRR), weighted linear regression (WLR), and least median square (LMS). e precision of the shoreline definition is given in Table 3.

Field Data Collection Procedure.
e study period was between June 2013 and February 2014. We followed a community-based vulnerability assessment approach [35], which assesses community vulnerability and its variables based on community perceptions. First, a literature review was done based on reports, research papers, documents, and other materials from various sources. A reconnaissance survey was conducted along the coastline of Manoka to become familiar with the study area, and nine settlements were selected for the study. e subsequent field study consisted of focus group discussions/community meetings and household interviews in the sampled settlements. A total of 89 households participated in these discussions (Table 4). Household surveys were conducted to gather information on socioeconomic conditions, climatic phenomena, their effects on livelihoods, and the adaptation practices used to cope with them. e survey was conducted by using a semistructured questionnaire. Questions included in the questionnaire focused Littoral Region in Cameroon  e Scientific World Journal on climate change perceptions by the local population, activities and capita exposed to climate risks and response strategies pertaining to these, respondent's economic activities, sensitivity of activities and capita to climate risk, and access to and use of climate information.
Direct observation was carried out in the respondents' compound. Different adaptation strategies adopted by the people to cope with climate change were documented. ese observations were utilized to triangulate the information gathered from the other sources.
Historical meteorological data needed for the research were collected at Douala Meteorological Station. Mainly temperature and rainfall data of the period from 1980 to 2010 were used. ey were standardized and used to describe the climate profile of Manoka Island.

Climate Profile of Manoka.
e historical records of climate data of the nearest meteorological station situated in Douala indicate that, over the past three decades, there have been only small variations in rainfall. Average monthly rainfall is 299.8 mm and average temperature is 27.2°C and the temperature trend has been significantly increasing over the past three decades (Figures 3 and 4).

Coastline Dynamics.
Coastal erosion is occurring around Manoka Island. Our analysis of the dynamics of the coastline between 1975 and 2017 using EPR shows setbacks of more than ±3 m/year. Erosion levels vary depending on the period ( Figure 5).   During the period of 1973-1986, Manoka Island experienced very little erosion. e coastline was stable in the south toward the locality of Mbenadikoumé. However, at Epaka 1 a retreat of -1.8 m/year is observed along the     1981  1982  1983  1984  1985  1986  1987  1988  1989  1990  1991  1992  1993  1994  1995  1996  1997  1998  1999  2000  2001  2002  2003  2004  2005  2006  2007  2008  2009  2010 Temperature value (deviation from the mean)   calculation is made on the basis of orthogonal transects generated using the DSAS ® 4.7 software.
One typical example of coastal erosion threatening buildings and mangrove cover on this island is shown in Figure 7. Figure 7(a) shows how the erosion is affecting coastal mangrove ecosystems and Figure 7(b) shows the location of a building that served as a prison during the German colonial period in the early 1900s. At that time, this building was on land, but it is currently surrounded by sea water.

Importance of Climate-Related Stressors as Perceived by the Respondents.
During the past decades, several extreme climate events have occurred in the area ( Table 5). Some of the events such as coastal erosion, strong waves, and coastal storm surges were reported as being quite frequent, mostly occurring during periods of transition between the dry and the wet seasons. Table 3 summarizes the number of households reporting climate stressors. Rain storms, changes in season, floods, sea level rise, and coastal erosion are the five most frequent stressors perceived by local people.

Household Perception of Climate-Induced Impacts.
From community perception, infrastructure (housing) and health are the most affected sectors. Many beach houses, mostly built using wood materials, have become at risk of coastal erosion and house property damage was the impact most reported by the respondents (Figures 8 and 9).

Respondents' Income Activities.
In Manoka island, local residents are highly dependent on fishing for their income but there is low livelihood diversification of households ( Figure 10). Fishing occupies more than 80% of the population and is essentially dominated by Nigerian nationals who are the majority of the inhabitants. Apart from this activity, respondents were not involved in other income activities. Households not practicing fishing also relied in the majority on only one income source.
Traditional drying techniques are not sustainable and rely heavily on mangrove wood. e resulting high demand for mangrove wood by fishermen is a serious problem in Manoka. Large areas of mangroves are cut down every year. In the Nyangadou fishermen's camp, for example, we can see piled up mangrove wood intended for smoking fish (Figure 11). e resulting deforestation and degradation of forest mangroves increase their vulnerability in different aspects, such as reduction of natural protection areas afforded by mangroves, reduction of food security from fishery products, and reduction of spawning areas essential for the reproduction of fish. Farming suffers from a lack of agricultural land. Soils are sandy and salty. On the island, we have only small farms that produce potatoes, yams, cassavas, maize, and pineapples. All these observations are indicative of the very poor livelihood diversification of families, making them more vulnerable.

Housing.
Because of the low level of income of the population and their perceptions 1 (on the island, only 10% of the population are Cameroonian), houses built with permanent materials are rare. Indeed, 95% of the houses built on Manoka Island are made of temporary materials   e Scientific World Journal (wood). is increases their vulnerability to various natural hazards.

Climate Change Awareness.
Overall, the level of climate change awareness and access to climate information sources are still low among the communities. ere is poor access of households to climate information sources, as reported by 65% of respondents. ey have very little information obtained from locally operating NGOs, as well as TV and radio broadcasting. is is in most cases limited to sensitization messages on the adverse impacts of climate change, and weather information or adaptation/coping mechanisms are rarely mentioned. However, based on their personal experiences, respondents generally agreed that the climate is changing. ey see these changes as a threat, and they pointed out deforestation as the leading cause of climate change. Furthermore, there is a lack of knowledge of the United Nations Framework Convention on Climate Change (UNFCCC), the Kyoto Protocol, the Intergovernmental Panel on Climate Change (IPCC), and other significant climate change discussion platforms and mechanisms.  e great majority of respondents did not use any long-term adaptation strategies. In most cases, these adaptation strategies are ineffective and inadequate to sustainably address the stressors faced (Table 6 and Figure 12).

Discussion
e vulnerability to climate risks investigated in this research conducted on Manoka Island focused on the three main components of vulnerability: exposure, sensitivity, and adaptive capacity.

Exposure to Climate Change in Mangrove Ecosystem.
First, climatic risks were analyzed through historical data on the evolution of climatic parameters (rainfall and temperature) and the occurrence of extreme climatic events, which are all taken as exposure indicators. e rainfall and temperature profile of Manoka is in line with the overall climate profile of Cameroon and is characterized by increasing temperature and decreasing rainfall patterns [33]. Another factor of exposure is mangrove cover, which has been analyzed by other researchers for the Manoka district. As is the case in most coastal areas of Cameroon, research conducted using a diachronic analysis of Landsat images and field surveys showed that the mangroves of Mabe in the Manoka district (Littoral Cameroon) have recorded a total degradation of 13% in 28 years (103 ha), representing an annual loss of 0.48% [13]. Coastal erosion similar to that observed along the coastline of Manoka Island has also been documented along other coasts of Central Africa, in particular in Gabon, as a driver of mangrove loss. e rapid erosion of the Pointe-Noire and Libreville coasts in the Republics of Congo and Gabon,  e Scientific World Journal respectively, has been reported in previous studies [34]. e mangrove belt has long been well documented as being protective against shoreline erosion because it reduces wave energy [35]. Hence, the more the mangrove belt is fragmented, the more the coastal area is exposed to the effects of climate change. e best approach to coastal erosion management, therefore, involves taking climate change into account.

Sensitivity to Climate Change in Mangrove Ecosystems.
Climate change sensitivity has resulted in loss of assets (land, crops, and equipment) due to climate-related disasters in recent years, with damage to houses reported by the majority of respondents in this study. A similar situation was reported by Munji et al. [19] in the Limbé coastal areas of Cameroon. In flood-prone areas of Pakistan, higher vulnerability of the health, water, and land holding sectors was also reported [36].
is sensitivity of the study area to climate change has been exacerbated by the local population's income structure, characterized by high dependence on climate-dependent activities, especially fishing. To preserve and process the fish, only mangrove wood is used for smoking, which puts greater pressure on the mangrove, which is being destroyed to meet the firewood demand of the local residents as well as the inhabitants of the city of Douala. Mangrove destruction increases coastal erosion and flooding.
Regarding flooding, the manifestation of this hazard has been profiled over the entire African Atlantic coast [37]. Studies have reported the various modifications of the coastline linked to the aggregate effect of climate change and extreme events [38]. Previous studies in the mangrove settlements in Cameroon reported that floods have had an impact on the ecosystem by bringing saltwater inland, which has considerably degraded these environments and facilitated access to mangrove trees that were previously inaccessible.
ey have therefore led to their excessive exploitation [19,39]. Such overexploitation of mangroves and forests leads to greenhouse gas (GHG) emissions and the loss of biodiversity of this landscape where many ecotones are founded.

Climate Change Adaptation in Mangrove Ecosystems.
Adaptation constitutes the last aspect of the vulnerability assessment in this study. is capacity relates to the ability of local populations to cope with the various climatic hazards and the means at their disposal to do so.
Items used to analyze adaptive capacity included human resource assets and social assets (belonging to a communitybased organization, existing support from a development project), financial assets (index of diversification of livelihoods), and physical assets (quality of the house and access to climate-related information). Overall it appeared that low-income diversity is a form of vulnerability in Manoka, as, on this island, 80% of the population depends mainly on fishing. is livelihood profile of the Manoka Island population is the reality of most coastal communities in Africa, as reported by previous studies [40]. Access to credit and educational resources and to training opportunities around climate change has been very limited on the island. As a result, the awareness of the population about climate change and its effects on social and ecological systems remains poor.
Local response initiatives are limited to constructing buildings on stilts, building overhead bridges, and using car wheels to counter the advancement of sea water inland. Some relocation of buildings is also observed. ese strategies are generally ineffective and neither reduce the harmful effects of hazards nor limit their occurrence. Lessons learned from previous studies reports increased susceptibility of agriculture in the context of climate change. In Pakistan (Fahad and Jing, Fahad and Wang, and Fahad and Wang), studies revealed that farmers adopted various adaptation measures including change in crop type or variety and change in fertilizer and farming practices, and about 30% of the farmers accepted the concept of crop insurance as the mechanism for disaster risk reduction [41][42][43].
Restoration of mangroves has not yet been prioritized here as an adaptation strategy by communities. In the context where the vulnerability of the population and their ecosystems are considered as serious threats, bringing mangroves back can be an important step toward increasing the resilience of mangrove communities. Such restoration initiatives will comprise important activities that aim to combine both mitigation and climate change adaptation in this fragile ecosystem.
More generally, the implementation of poverty alleviation measures is also of importance. Studies in China have reported that sustainable livelihood was positively correlated with poverty alleviation measures, as well as natural and social capital [44].

Conclusion
is study aimed to investigate climate change vulnerability and adaptation on Manoka Island. e study used existing vulnerability frameworks, combined with focus group discussions and surveys with 89 households in nine settlements. Variables of exposure and sensitivity to climate risks, impacts on coastal communities, and local adaption strategies were described and assessed based on community perceptions and biophysical evidence.
e results indicate that the population on Manoka Island is exposed to climate change as shown by the increasing temperature and irregular rainfall patterns. Average annual values deviation from the mean was between −1.9 and +1.8 mm for rainfall and between −1.2 and + 3.12 for temperature. e respondents reported a series of extreme events that occurred on the island. e number of households perceiving seasonal variability, flood, and rain storm was higher. An erosion model shows that, between 1975 and 2017, average setbacks of the coastline of more than ±3 m/year, with varied erosion levels depending on the period and location, were recorded. e effect of climate stressors was perceived by the population as affecting more the infrastructure (housing) and the health sector. e reported high dependence of households on fishing for income, their overall low livelihood diversification, and their poor access to climate information 12 e Scientific World Journal reported by 65% of respondents portray their poor adaptive capacity. e adaptation strategies used are both reactive and preventive and are in most cases not cost-effective. ey include constructing buildings on stilts and using car wheels to counter the advancement of seawater inland.
Our research concludes that households on Manoka Island are vulnerable to the impacts of climate change. Income diversification, planning of settlements, mangrove afforestation and climate education, the development of sustainable supply chains for wood fuel, the facilitation of the adoption of sustainable fish smoking devices, and, more broadly, the implementation of poverty alleviation measures are the main pathways for adaptation planning in this area. Mangrove restoration in particular will be an important opportunity to synergize mitigation and adaptation in this fragile ecosystem. It is therefore important to implement community development and an awareness program about climate change vulnerability which will help equip households with adequate facilities for adaptation.
is study provides insights and background information that will be useful to policymakers, governmental agencies, and research-development organizations for adaptation planning in this area.

Data Availability
Readers can access the data supporting the conclusions of this study upon request to the corresponding author. Disclosure e funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript; or in the decision to publish the results.

Conflicts of Interest
e authors declare that there are no conflicts of interest.