<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.1d1 20130915//EN" "http://jats.nlm.nih.gov/publishing/1.1d1/JATS-journalpublishing1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="review-article" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">JAMBA</journal-id>
<journal-title-group>
<journal-title>J&#x00E0;mb&#x00E1; - Journal of Disaster Risk Studies</journal-title>
</journal-title-group>
<issn pub-type="ppub">1996-1421</issn>
<issn pub-type="epub">2072-845X</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">JAMBA-14-1266</article-id>
<article-id pub-id-type="doi">10.4102/jamba.v14i1.1266</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Mapping the susceptibility of persons with disabilities to landslides in a highland landscape of Bushika Sub County, Mount Elgon, Eastern Uganda</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2506-0478</contrib-id>
<name>
<surname>Ssennoga</surname>
<given-names>Martin</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8426-0736</contrib-id>
<name>
<surname>Mugagga</surname>
<given-names>Frank</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3649-4500</contrib-id>
<name>
<surname>Nadhomi</surname>
<given-names>Daniel L.</given-names>
</name>
<xref ref-type="aff" rid="AF0003">3</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8072-6781</contrib-id>
<name>
<surname>Kisira</surname>
<given-names>Yeeko</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Disability Inclusive Disaster Risk Reduction, National Union of Disabled Persons of Uganda, Kampala, Uganda</aff>
<aff id="AF0002"><label>2</label>Department of Geography, Geo-informatics and Climatic Sciences, School of Forestry, Environment and Geographical Sciences, College of Agriculture and Environmental Sciences, Makerere University, Kampala, Uganda</aff>
<aff id="AF0003"><label>3</label>Department of Geography and Social Studies, Faculty of Arts and Social Sciences, Kyambogo University, Kampala, Uganda</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Martin Ssennoga, <email xlink:href="ssennogakigozi.martin@nudipu.org">ssennogakigozi.martin@nudipu.org</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>25</day><month>05</month><year>2022</year></pub-date>
<pub-date pub-type="collection"><year>2022</year></pub-date>
<volume>14</volume>
<issue>1</issue>
<elocation-id>1266</elocation-id>
<history>
<date date-type="received"><day>20</day><month>11</month><year>2021</year></date>
<date date-type="accepted"><day>25</day><month>02</month><year>2022</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2022. The Authors</copyright-statement>
<copyright-year>2022</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution License.</license-p>
</license>
</permissions>
<abstract>
<p>Terrain parameters such as slope aspect, angle, curvature, stream power and altitude have been noted to spur landslide occurrence as well as, acting as a hindrance to evacuation efforts. Yet, persons with disabilities (PWDs) are seldom given priority during rescue and recovery programmes during pre- and post-disaster evacuation. The study was guided by two objectives, namely, (1) to map the landslide risk for households of PWDs and (2) to investigate the disability type that is perceived to be most affected by landslides. A cross-sectional household survey was adopted employing snowball sampling, Key Informant Interviews (KII), and Focus Group Discussions (FGDs) for primary data collection. A 30-m Shuttle Radar Topography Mission (SRTM) Digital Elevation Model (DEM) was used for terrain spatial landslide risk analysis in ArcGis 10.8 and System for Automated Geoscientific Analyses (SAGA) tools. A one-sample <italic>t</italic>-test in Statistical Package for Social Sciences (SPSS) version 23 was used to analyse the score values on a five-point Likert scale to ascertain the perceived landslide effect on the different disability categories. Qualitative data was subjected to content analysis. We found out that majority of PWDs live in high-risk landslide zones with 1400 m &#x2013; 1700 m, S-E, 10&#x2013;80, &#x003E; 10, and &#x2013;0.8&#x2013;0.13 of altitude, aspect, slope angle, Stream Power Index (SPI), and slope curvature, respectively. T-test results revealed that blind and deaf-blind were perceived as most affected by landslides with <italic>t</italic>(31) = 58.42, mean = 4.7, <italic>p</italic> &#x003C; 0.0001, and <italic>t</italic>(31) = 34.8, mean 4.6, <italic>p</italic> &#x003C; 0.0001. The deaf people were perceived to also be highly affected by landslides with <italic>t</italic>(31) = 34.4, mean = 3.9, <italic>p</italic> &#x003C; 0.0001. In conclusion, PWDs in Bushika were highly susceptible to landslide hazards and yet considered as a minority for rescue and recovery during landslide occurrences. We recommend for prioritisation of inclusive disaster programmes such as disaster training, relocation, and resettlement to reduce vulnerability and enhance landslides disaster resilience of PWDs especially in high-risk areas.</p>
</abstract>
<kwd-group>
<kwd>susceptibility</kwd>
<kwd>persons with disabilities</kwd>
<kwd>landslide risk</kwd>
<kwd>inclusive disaster programmes</kwd>
<kwd>Highland landscape</kwd>
<kwd>Mount Elgon</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>Persons with Disabilities (PWDs) are regarded as one of the minorities and marginalised groups and highly vulnerable to disasters, especially landslides (Global Facility for Disaster Reduction and Recovery [GRDRR] <xref ref-type="bibr" rid="CIT0011">2017</xref>). People with disabilities represent about 12&#x0025; of the world&#x2019;s population (Bongo, Dziruni &#x0026; Muzenda-Mudavanhu <xref ref-type="bibr" rid="CIT0006">2018</xref>). <italic>The American Disability Act</italic> (1990) defines an individual with a disability as a person who has a physical or mental impairment that substantially limits one or more major life activities, a person who has a history or record of such an impairment, or a person who is perceived by others as having such an impairment (United States Department of Justice [USDJ] <xref ref-type="bibr" rid="CIT0043">2020</xref>). Also, United Nations Convention on Rights of Persons with Disabilities (UNCRPD) (<xref ref-type="bibr" rid="CIT0037">2010</xref>) describes PWDs as those who have long-term physical, mental, intellectual, or sensory impairments which in interaction with various barriers may hinder their full and effective participation in society on an equal basis with others (Rohwerder <xref ref-type="bibr" rid="CIT0034">2015</xref>; UN 2010). Also, disabilities include those with difficulty in the body functions, for example, difficulty in hearing, difficulty in speaking and conveying messages, difficulty in moving around and using other body parts, difficulty in seeing, strange behaviour, epilepsy, difficulty in learning, Leprosy as also listed (NICHCY <xref ref-type="bibr" rid="CIT0028">2012</xref>). The Uganda National Policy on Disability 2006, describes PWDs as people with permanent and substantial functional limitation of daily life activities caused by physical, mental or sensory impairment and environmental barriers resulting in limited participations (Ministry of Gender, Labour and Social Development [MGLSD] <xref ref-type="bibr" rid="CIT0023">2006</xref>). It includes all people with difficulty in seeing, hearing, speaking and conveying messages, difficulty moving around and using other body parts, epilepsy, strange behaviour, leprosy, difficulty in learning, loss of feeling and multiple or a combination of two or more other disabilities.</p>
<p>Globally, PWDs normally live in isolated locations due to stigma and discrimination attached to disability (WHO <xref ref-type="bibr" rid="CIT0047">2011</xref>). This makes it harder to reach them with support during and after the hazard (Gomathy <xref ref-type="bibr" rid="CIT0012">2015</xref>; WID <xref ref-type="bibr" rid="CIT0046">2018</xref>). The key elements at risk are the homes and lives of PWDs. The Sendai Framework for Disaster Risk Reduction (SFDRR) of 2015 emphasises full participation of PWDs in the community programmes to enhance their resilience towards disasters (United Nations International Strategy for Disaster Reduction [UNISDR] <xref ref-type="bibr" rid="CIT0042">2015</xref>). This is because, there is a strong association between disability and disaster impact in most communities (Gutnik &#x0026; Roth <xref ref-type="bibr" rid="CIT0013">2018</xref>; Hosseinpoor et al. <xref ref-type="bibr" rid="CIT0015">2013</xref>). Monitoring the risk exposure of PWDs to climate-induced landslide disasters remains one of the most critical concerns because of the high and disproportionate risk PWDs encounter in the face of risks and humanitarian emergencies.</p>
<p>In Uganda, the total number of PWDs is estimated to be more than 4.4 million with Bududa district having a higher disability prevalence averaged at 15.2&#x0025; (Uganda Bureau of Statistics [UBOS] <xref ref-type="bibr" rid="CIT0036">2019</xref>). However, the district lies in the Mount Elgon region, a hotspot for steep slopes and a series of landslide hazards (Namono et al. <xref ref-type="bibr" rid="CIT0026">2019</xref>). The estimated number of deaths due to landslides in half a century around Mount Elgon is more than 500 (Kitutu <xref ref-type="bibr" rid="CIT0018">2010</xref>; Nakileza et al. <xref ref-type="bibr" rid="CIT0025">2017</xref>). Although the number of PWDs has not always been brought out among landslide-affected victims, several studies have revealed that disasters double the impact when it comes to PWDs (Cerimovic &#x0026; Rall <xref ref-type="bibr" rid="CIT0008">2021</xref>; International Federation of Red Cross and Red Crescent Societies (IFRC) <xref ref-type="bibr" rid="CIT0016">2021</xref>; UN <xref ref-type="bibr" rid="CIT0038">2018</xref>; UNDP India <xref ref-type="bibr" rid="CIT0040">2012</xref>; UNISDR <xref ref-type="bibr" rid="CIT0041">2014</xref>). This has made many unknown lives of PWDs perish without documentation because these are largely ignored by society (IFRC <xref ref-type="bibr" rid="CIT0016">2021</xref>; UN <xref ref-type="bibr" rid="CIT0038">2018</xref>).</p>
<p>Disaster impact on PWDs worsens in areas with rugged terrain where accessing appropriate transport, logistics, and evacuation warnings become harder (WID <xref ref-type="bibr" rid="CIT0046">2018</xref>). In the face of inaccessibility and landslide hazards, PWDs are not able to access personal support networks (including family, friends, or paid caregivers) for well-being and independence due to difficulties in moving, seeing, and hearing, among others (Bagonza <xref ref-type="bibr" rid="CIT0003">2014</xref>; WID <xref ref-type="bibr" rid="CIT0046">2018</xref>). Altitude, stream power for the flowing water, slope angle, hillslope position, curvature, and slope aspect are the major factors underpinning landslide susceptibility (Bamutaze <xref ref-type="bibr" rid="CIT0004">2019</xref>; Kozak, Ostapowicz &#x0026; Bytnerowicz <xref ref-type="bibr" rid="CIT0019">2013</xref>; Nohani et al. <xref ref-type="bibr" rid="CIT0029">2019</xref>).</p>
<p>The National Inclusive Planning Guideline for Uganda caters for only PWDs affected by constructions and refugees for resettlement and less interest is put on those who are affected by disasters (NPA <xref ref-type="bibr" rid="CIT0030">2017</xref>). Lord et al. (<xref ref-type="bibr" rid="CIT0020">2016</xref>) states that PWDs suffer consequences of disasters uniquely depending on the disability. There is a need to avail information and knowledge regarding the susceptibility of PWDs to landslide risk in Bushika sub-county, the epicentre of landslide occurrence to advocate for the prioritisation of PWDs in resettlement programmes for landslide victims launched by the government (IFRC <xref ref-type="bibr" rid="CIT0016">2021</xref>; Wambede &#x0026; Kolyangha <xref ref-type="bibr" rid="CIT0045">2019</xref>). Our objective was to use Geographical Information Systems (GIS) tool and map the susceptibility of PWDs to landslide hazards and investigate the perceived disparity of landslide effect with the disability category.</p>
</sec>
<sec id="s0002">
<title>Methodology</title>
<sec id="s20003">
<title>Description of the study area</title>
<p>The study was carried out in Bushika sub-county, which lies in the northern parts of Bududa district in Mount Elgon catchment of Eastern Uganda as shown in <xref ref-type="fig" rid="F0001">Figure 1</xref>. It lies between Longitudes 34&#x00B0;18.5&#x2019; 0&#x2019;&#x2019; E to 34&#x00B0;22.5&#x2019;0&#x2019;&#x2019; E and Latitudes 1&#x00B0;1&#x2019;0&#x2019;&#x2019; N to 1&#x00B0;5&#x2019;0&#x2019;&#x2019; N. It has an approximated area of 17.5 km<sup>2</sup>. Bushika sub-county has the highest disability prevalence of 22.8&#x0025; in Bududa district (UBOS <xref ref-type="bibr" rid="CIT0036">2019</xref>). The area has an altitude ranging between 1400 m a.s.l. in the South to 2163 m a.s.l. in the West. Bushika is one of the ridges in Bududa alongside Bulucheke, Bukighai, Bukalasi, Nakatsi among many others. Bushika is dominantly covered with Luvisols. These soils are yellowish-brown sand clay loams with the Elgon Volcanic and basement complex granite rock. Luvisols have medium to high productivity. The climate is determined by the irregular moist south-westerly and dry north-easterly air streams.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Showing the mapped landslide sites.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JAMBA-14-1266-g001.tif"/>
</fig>
<fig id="F0002">
<label>FIGURE 2</label>
<caption><p>Landslide that occured following a heavy downpour in the night 14, Oct 2021, affecting 214 (33 households) and displacing 65 people in Nakhatore village, Bududa district.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JAMBA-14-1266-g002.tif"/>
</fig>
<p>The area experiences a bimodal rainfall pattern. The wettest period of the year is from March to October, while the dry season occurs from November to February with a short dry period around July with rainfall ranging from 1500 mm/yr to 2000 mm/yr (Kitutu <xref ref-type="bibr" rid="CIT0018">2010</xref>). The main land-use type is agriculture (farming and small-scale grazing) and forest (national park). The dominant crops are perennial (banana and coffee), which are intercropped with beans and maize (Nakileza et al. <xref ref-type="bibr" rid="CIT0025">2017</xref>). Bushika sub-county is estimated to have a total number of 31 530 people with 17.54 km<sup>2</sup> with 4.5 annual population increase. and a population density of 1773 persons per km<sup>2</sup> based on Bushika sub-county population projection 2020 chart. The estimated number of PWDs is 4729 (UBOS <xref ref-type="bibr" rid="CIT0036">2019</xref>). The total population in Bududa district is approximately 210 173 people, with a 15.2&#x0025; disability prevalence. The National Analytical Report by UBOS (<xref ref-type="bibr" rid="CIT0036">2019</xref>) on PWDs, recorded a higher fertility rate for PWDs of 6.3 which is 0.5 more than 5.8, the fertility rate for non-PWDs in Uganda. Bushika sub-county has a high occurence of landslide hazards in Mount Elgon area as shown in <xref ref-type="fig" rid="F0003">Figure 3</xref> and <xref ref-type="fig" rid="F0005">Figure 5</xref>.</p>
<fig id="F0003">
<label>FIGURE 3</label>
<caption><p>Landslide risk mapping for person with disability households using terrain factors of (a) Altitude; (b) Slope aspect; (c) Slope gradient; (d) Stream Power Index.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JAMBA-14-1266-g003.tif"/>
</fig>
</sec>
<sec id="s20004">
<title>Research design</title>
<p>A cross-sectional research design with in-depth interviews was adopted. A proportionate sample of 55 households having one or more PWDs with 18 years of age was used for the study. The estimated households with PWDs above 18 years in Bududa were 10 317 and 1461 for the Bushika sub-county (UBOS <xref ref-type="bibr" rid="CIT0036">2019</xref>). Using the overall sample size of Bududa district (385), a sample for Bushika was scientifically derived using Cochran&#x2019;s 1977 formula of proportionate sample size determination. Because the majority of the PWDs live uphill and are isolated, snowball sampling was employed to easily reach out to the households of PWDs. Global Positioning System (GPS) receivers were used to capture the coordinates for the households and landslide scar sites during data collection. A unique identifier was marked on the used questionnaires (Garc&#x00ED;a et al. <xref ref-type="bibr" rid="CIT0010">2019</xref>). The questionnaire was designed with a section to obtain landslide effect to the disability categories based on respondent&#x2019;s perception. A five-point Likert scale ranging from 1 (less affected) to 5 (most affected) was used to assess the perceived landslide hazard effect. The respondents&#x2019; experience and perceived knowledge is appropriate for participatory resilience enhancement especially in areas of high disaster risk (Ahmad, Ahmad, Reza Arman <xref ref-type="bibr" rid="CIT0001">2020</xref>; Bodrud-Doza et al. <xref ref-type="bibr" rid="CIT0005">2020</xref>; Khan &#x0026; Baba <xref ref-type="bibr" rid="CIT0017">2017</xref>). Key informant interviews were also used to collect data from the following personnel: 1) Bududa District Environment Officer, 2) the District Community Development Officer, 3) District Disaster Focal Person/Deputy Chief Administrative Officer, 4) the female District Councilor for PWDs 5) the male District Councilor for PWDs 6) Male Councilor PWDs of Nangako Town Council, Bududa and 7) the Chairperson Bududa District Union of PWDs. Also, two focus group discussions comprising male and female participants were conducted.</p>
</sec>
<sec id="s20005">
<title>Data analysis</title>
<sec id="s30006">
<title>Landslide terrain parameters</title>
<p>Terrain parameters selected to determine landslide risk were Hillslope, altitude, stream power, slope angle, curvature, and slope aspect. The choice of these parameters was based on existing literature of studies by Nakileza and Nedala (<xref ref-type="bibr" rid="CIT0024">2020</xref>) and Bamutaze (<xref ref-type="bibr" rid="CIT0004">2019</xref>) that underpin them as most influential in landslide occurrence for Elgon areas. The mid altitudes of 1500 m &#x2013; 1800 m are classified to be more susceptible to landslides. Besides, sites with higher stream power indices (SPI) tend to be more erosive, and therefore have higher risks of gulley formation and consequently detonating downslope debris movements (Nseka, Kakembo &#x0026; Mugagga <xref ref-type="bibr" rid="CIT0031">2019</xref>). Also, landslide risk increases with slope gradient and then reduces at steeper slopes (Bamutaze <xref ref-type="bibr" rid="CIT0004">2019</xref>). Middle slopes are generally susceptible to landslides (Nugraha et al., <xref ref-type="bibr" rid="CIT0032">2015</xref>; Hosseini et al. <xref ref-type="bibr" rid="CIT0014">2011</xref>). The local slope aspect influences weathering process and landslide occurrences on the hillslopes (Masoumi, Jamali &#x0026; Khabazi <xref ref-type="bibr" rid="CIT0022">2014</xref>; Nohani et al. <xref ref-type="bibr" rid="CIT0029">2019</xref>). Also, Planula curved hillslopes are highly susceptible to large landslides in Mount Elgon areas (Nakileza &#x0026; Nedala <xref ref-type="bibr" rid="CIT0024">2020</xref>).</p>
</sec>
<sec id="s30007">
<title>Raster processing using GIS</title>
<p>The hillslope position was recorded while in the field based on the seen hillslope configuration. A 30 m SRTM Digital Elevation Model (DEM) for Uganda was downloaded from Regional Center for Mapping of Resources for Development (RCMRD) (<ext-link ext-link-type="uri" xlink:href="https://opendata.rcmrd.org/">https://opendata.rcmrd.org/</ext-link>). Digital Elevation Model filling to remove small imperfections such as sinks and peaks was executed to improve accuracy during the delineation of basins and streams (Planchon &#x0026; Darboux <xref ref-type="bibr" rid="CIT0033">2001</xref>). The DEM coordinate system was transformed from GCS WGS 1984 to WGS 1984 UTM Zone 36N, better for GIS analysis. After DEM filling, extraction by mask using the delineated boundary of Bushika sub-catchment was executed. The extracted DEM for the sub-catchment was then used for spatial terrain analysis. In ArcGIS, altitude, curvature, aspect, and slope gradient (0&#x00B0;) were automatically processed using spatial analyst tools in ArcMap following the steps advanced by Burrough and McDonell (<xref ref-type="bibr" rid="CIT0007">1998</xref>). Stream Power Index (SPI) was derived using the terrain hydrologic tools in System Automated Geoscientific Analyses (SAGA) GIS using a formula denoted as:
<disp-formula id="FD1"><alternatives><mml:math display="block" id="M1"><mml:mrow><mml:mtext>SPI</mml:mtext><mml:mo>=</mml:mo><mml:mtext>SCA</mml:mtext><mml:mo>&#x00D7;</mml:mo><mml:mtext>tan</mml:mtext><mml:mo stretchy="false">(</mml:mo><mml:mtext>Slope</mml:mtext><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JAMBA-14-1266-e001.tif"/></alternatives><label>[Eqn 1]</label></disp-formula>
where SCA, is the specific catchment area.</p>
</sec>
<sec id="s30008">
<title>Quantitative and qualitative data analysis</title>
<p>The perceived variation of landslide effect with different disability categories was obtained with quantitative approach and later analysed using a one-sample T-test in SPSS version 23. The one sample T-test is regarded as robust and versatile in analysing scale data (Vieira <xref ref-type="bibr" rid="CIT0044">2016</xref>). Content analysis was used on the captured story data during the survey. This qualitative data was crucial in explaining the results from the quantitative queries.</p>
</sec>
</sec>
<sec id="s20009">
<title>Ethical considerations</title>
<p>The study was approved by the Department of Geography, Geo-informatics and Climatic Sciences and the Graduate Research Committee at Makerere University. Permission to carry out data collection was given by the Chief Administrative Office (CAO) of Bududa District and the Chairman of the District Disaster management committee (DDMC).</p>
</sec>
</sec>
<sec id="s0010">
<title>Results</title>
<sec id="s20011">
<title>Susceptibility of persons with disabilities to landslide hazards</title>
<p>The results showed that PWDs were highly scattered with a majority (69&#x0025;) living in altitudes of 1317 m &#x2013; 1700 m above sea level. With slope aspect, most of PWDs (38&#x0025;) lived on south-eastern and south-western facing hillslopes (19&#x0025;). The number of PWDs who lived on the hillslopes facing in the south and north-western was (32&#x0025;). Each of the hillslopes with aspects north, north-east, and east had 9&#x0025; PWDs. Only 3&#x0025; were living on hillslopes facing in the western direction. The dominant number of PWDs (56&#x0025;) were living in areas of slope gradient ranging from 9&#x00B0; to 26&#x00B0; with only 44&#x0025; living in sites with 1&#x00B0; &#x2013; 8&#x00B0;. Most of the PWDs (69&#x0025;) lived in areas with high stream erosive power (SPI) ranging from 12 to 19. Only 31&#x0025; were living in areas with medium power of flowing streams in the area. The majority of PWDs (46&#x0025;) were living in middle slope areas followed by those who were located at the foothills (41&#x0025;) as shown in <xref ref-type="table" rid="T0001">Table 1</xref>. Only 12&#x0025; had their homesteads located at hill summits or flat areas of the slope as shown in <xref ref-type="fig" rid="F0003">Figure 3</xref>. It was observed that most of the PWDs settled in areas far from the towns and trading centres in the area such as Bushika and Nangako trading centres.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Landslide risk of persons with disabilities&#x2019; (PWDs) households due to slope positions.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Disability</th>
<th valign="top" align="center" colspan="3">Number of PWDs &#x0025;<hr/></th>
<th valign="top" align="center" rowspan="2">Total (&#x0025;)</th>
</tr>
<tr>
<th valign="top" align="center">Foot</th>
<th valign="top" align="center">Middle</th>
<th valign="top" align="center">Summit/top</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Blindness</td>
<td align="center">3.1</td>
<td align="center">3.1</td>
<td align="center">3.1</td>
<td align="center">9</td>
</tr>
<tr>
<td align="left">Deaf</td>
<td align="center">0</td>
<td align="center">6.3</td>
<td align="center">0</td>
<td align="center">6</td>
</tr>
<tr>
<td align="left">Physical impairment</td>
<td align="center">13</td>
<td align="center">34</td>
<td align="center">6.3</td>
<td align="center">53</td>
</tr>
<tr>
<td align="left">Deaf blind</td>
<td align="center">3</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">4</td>
</tr>
<tr>
<td align="left">Multiple disability</td>
<td align="center">22</td>
<td align="center">3</td>
<td align="center">3</td>
<td align="center">28</td>
</tr>
<tr>
<td align="left" colspan="5"><hr/></td>
</tr>
<tr>
<td align="left"><bold>Total</bold></td>
<td align="center"><bold>41.1</bold></td>
<td align="center"><bold>46.4</bold></td>
<td align="center"><bold>12.4</bold></td>
<td align="center"><bold>100</bold></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The results of slope curvature concerning the dwellings of PWDs are presented in <xref ref-type="table" rid="T0002">Table 2</xref> and further illustrated in <xref ref-type="fig" rid="F0004">Figure 4</xref>. Concerning the Planula curvature as an attribute of slope curvature, the majority of PWDs (84&#x0025;) lived in areas with curvature indices of &#x2013;0.804 to &#x2013;0.129, with a few who lived in areas with 0.129&#x2013;0.97. Concerning the locations of the PWDs and profile curvature, a majority (53&#x0025;) were living in sites with curvature indices ranging from 0.055 to 0.57. The other PWDs (47&#x0025;) were living in areas with &#x2013;0.228 to 0.055 curvature indices.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Summary of the perceived landslide effect on disability categories.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="3">Disability category</th>
<th valign="top" align="center" colspan="8">A measure of the difference in a landslide effect on various disability categories<hr/></th>
<th valign="top" align="center" rowspan="2">Sum of score</th>
<th valign="top" align="center" rowspan="2">Landslide effect</th>
</tr>
<tr>
<th valign="top" align="center" rowspan="2"><italic>t</italic></th>
<th valign="top" align="center" rowspan="2"><italic>df</italic></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic></th>
<th valign="top" align="center" rowspan="2">Mean difference</th>
<th valign="top" align="center" colspan="2">95&#x0025; confidence interval<hr/></th>
<th valign="top" align="center" rowspan="2">Standard deviation</th>
<th valign="top" align="center" rowspan="2">Standard error mean</th>
</tr>
<tr>
<th valign="top" align="center">Lower</th>
<th valign="top" align="center">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Blind</td>
<td align="center">58.4</td>
<td align="center">31</td>
<td align="center">0.000</td>
<td align="center">4.71875</td>
<td align="center">4.5541</td>
<td align="center">4.8834</td>
<td align="center">0.45680</td>
<td align="center">0.08075</td>
<td align="center">151</td>
<td align="left">Most</td>
</tr>
<tr>
<td align="left">Deaf</td>
<td align="center">34.5</td>
<td align="center">31</td>
<td align="center">0.000</td>
<td align="center">3.90625</td>
<td align="center">3.6753</td>
<td align="center">4.1372</td>
<td align="center">0.64053</td>
<td align="center">0.11323</td>
<td align="center">125</td>
<td align="left">High</td>
</tr>
<tr>
<td align="left">Physical</td>
<td align="center">24.2</td>
<td align="center">31</td>
<td align="center">0.000</td>
<td align="center">3.40625</td>
<td align="center">3.1187</td>
<td align="center">3.6938</td>
<td align="center">0.79755</td>
<td align="center">0.14099</td>
<td align="center">109</td>
<td align="left">Affected</td>
</tr>
<tr>
<td align="left">Mental</td>
<td align="center">18.5</td>
<td align="center">31</td>
<td align="center">0.000</td>
<td align="center">2.09375</td>
<td align="center">1.8628</td>
<td align="center">2.3247</td>
<td align="center">0.64053</td>
<td align="center">0.11323</td>
<td align="center">67</td>
<td align="left">Moderate</td>
</tr>
<tr>
<td align="left">Multiple</td>
<td align="center">17.3</td>
<td align="center">31</td>
<td align="center">0.000</td>
<td align="center">3.37500</td>
<td align="center">2.9785</td>
<td align="center">3.7715</td>
<td align="center">1.09985</td>
<td align="center">0.19443</td>
<td align="center">108</td>
<td align="left">Affected</td>
</tr>
<tr>
<td align="left">Little people</td>
<td align="center">19.2</td>
<td align="center">31</td>
<td align="center">0.000</td>
<td align="center">2.18750</td>
<td align="center">1.9551</td>
<td align="center">2.4199</td>
<td align="center">0.64446</td>
<td align="center">0.11392</td>
<td align="center">72</td>
<td align="left">Moderate</td>
</tr>
<tr>
<td align="left">Epilepsy</td>
<td align="center">12.5</td>
<td align="center">31</td>
<td align="center">0.000</td>
<td align="center">2.25000</td>
<td align="center">1.8837</td>
<td align="center">2.6163</td>
<td align="center">1.01600</td>
<td align="center">0.17961</td>
<td align="center">52</td>
<td align="left">Moderate</td>
</tr>
<tr>
<td align="left">Deaf-blind</td>
<td align="center">34.8</td>
<td align="center">31</td>
<td align="center">0.000</td>
<td align="center">4.62500</td>
<td align="center">4.3541</td>
<td align="center">4.8959</td>
<td align="center">0.75134</td>
<td align="center">0.13282</td>
<td align="center">148</td>
<td align="left">Most</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F0004">
<label>FIGURE 4</label>
<caption><p>Landslide susceptibility of households for persons with disabilities due to slope curvature of (a) Profile curvature and (b) Planula curvature.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JAMBA-14-1266-g004.tif"/>
</fig>
<fig id="F0005">
<label>FIGURE 5</label>
<caption><p>Landlside that occurred at 12:00 noon and then re-occurred at 15:00 covering villages of Mayila, Nabutatsi and Kikonyelo in Bududa district where more than seven households and a church were demolished including those of persons with disabilities as reported by the nearby locals and host families.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JAMBA-14-1266-g005.tif"/>
</fig>
<p>During a focus group discussion, PWDs also reported that they live in areas highly susceptible to landslides:</p>
<disp-quote>
<p>&#x2018;&#x2026; In this area, the frequence of landlside occurrence has increased, landslides used to occur after decades but now, we can experience two landlide events in one month&#x2025;we still expect landlsides to occur&#x2026;&#x2025;up there on this hillslope, there are still linning cracks &#x2026;.&#x2019;</p>
</disp-quote>
</sec>
<sec id="s20012">
<title>Perceived landslide effect on disability categories</title>
<p>The results of the perceived degree of landslide effect on disability are presented in <xref ref-type="table" rid="T0003">Table 3</xref>. One sample T-test showed that blind (151) and deaf-blind (148) were perceived as most affected by landslides with <italic>t</italic>(31) = 58.42, mean = 4.7, <italic>p</italic> &#x003C; 0.0001, and t(31) = 34.8, mean 4.6, <italic>p</italic> &#x003C; 0.0001. Besides, the deaf were highly affected by landslides with <italic>t</italic>(31) = 34.4, mean = 3.9, <italic>p</italic> &#x003C; 0.0001. Persons with disabilities especially deaf-blind persons were reported to be last during recovery and rescue in case of landslides. A key informant interview with the District Community Development Officer revealed that:</p>
<disp-quote>
<p>&#x2018;&#x2026; In case of a landslide disaster, those PWDs are considered last, priority goes to the children, breastfeeding mothers, elderly and then PWDs&#x2026;.&#x2019;</p>
</disp-quote>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Respondents&#x2019; characteristics.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">ID</th>
<th valign="top" align="center">Altitude (m)</th>
<th valign="top" align="center">Assistive Device</th>
<th valign="top" align="left">Duration of stay (years)</th>
<th valign="top" align="left">House ownership</th>
<th valign="top" align="left">Hillslope position</th>
<th valign="top" align="left">Difficulty in</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">1</td>
<td align="center">1461</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">2</td>
<td align="center">1423</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foots lope</td>
<td align="left">Communicating</td>
</tr>
<tr>
<td align="left">3</td>
<td align="center">1458</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foots lope</td>
<td align="left">Multiple</td>
</tr>
<tr>
<td align="left">4</td>
<td align="center">1457</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foots lope</td>
<td align="left">Multiple</td>
</tr>
<tr>
<td align="left">5</td>
<td align="center">1436</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foots lope</td>
<td align="left">Multiple</td>
</tr>
<tr>
<td align="left">6</td>
<td align="center">1448</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">7</td>
<td align="center">1481</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Multiple</td>
</tr>
<tr>
<td align="left">8</td>
<td align="center">1434</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Multiple</td>
</tr>
<tr>
<td align="left">9</td>
<td align="center">1340</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Seeing</td>
</tr>
<tr>
<td align="left">10</td>
<td align="center">1503</td>
<td align="center">yes</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">11</td>
<td align="center">1378</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Top</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">12</td>
<td align="center">1383</td>
<td align="center">yes</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Top</td>
<td align="left">Seeing</td>
</tr>
<tr>
<td align="left">13</td>
<td align="center">1393</td>
<td align="center">No</td>
<td align="left">Past few years</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">walking</td>
</tr>
<tr>
<td align="left">14</td>
<td align="center">1479</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">15</td>
<td align="center">1490</td>
<td align="center">yes</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Hearing</td>
</tr>
<tr>
<td align="left">16</td>
<td align="center">1496</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">17</td>
<td align="center">1566</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">18</td>
<td align="center">1700</td>
<td align="center">yes</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Top</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">19</td>
<td align="center">1317</td>
<td align="center">yes</td>
<td align="left">Past few years</td>
<td align="left">Others</td>
<td align="left">Middle</td>
<td align="left">Seeing</td>
</tr>
<tr>
<td align="left">20</td>
<td align="center">1632</td>
<td align="center">No</td>
<td align="left">Past few years</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">21</td>
<td align="center">1547</td>
<td align="center">yes</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">22</td>
<td align="center">1383</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Multiple</td>
</tr>
<tr>
<td align="left">23</td>
<td align="center">1384</td>
<td align="center">yes</td>
<td align="left">Past few years</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">24</td>
<td align="center">1393</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">25</td>
<td align="center">1538</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">26</td>
<td align="center">1372</td>
<td align="center">yes</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Hearing</td>
</tr>
<tr>
<td align="left">27</td>
<td align="center">1378</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Top slope</td>
<td align="left">Multiple</td>
</tr>
<tr>
<td align="left">28</td>
<td align="center">1403</td>
<td align="center">yes</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Middle</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">29</td>
<td align="center">1453</td>
<td align="center">No</td>
<td align="left">Past few years</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Walking</td>
</tr>
<tr>
<td align="left">30</td>
<td align="center">1450</td>
<td align="center">No</td>
<td align="left">Past few years</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Multiple</td>
</tr>
<tr>
<td align="left">31</td>
<td align="center">1457</td>
<td align="center">No</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Multiple</td>
</tr>
<tr>
<td align="left">32</td>
<td align="center">1465</td>
<td align="center">yes</td>
<td align="left">All my life</td>
<td align="left">Own</td>
<td align="left">Foot slope</td>
<td align="left">Walking</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Results depicting blind and deaf-blind as most affected by landslide hazards were due to the inability to self-evacuate to safer places especially during landslide occurrence where able-bodied persons and caretakers easily run for their lives.</p>
<p>The Chairman of Bududa District Union of PWDs during an interview postulated that:</p>
<disp-quote>
<p>&#x2018;&#x2026; The most affected people with disability when landslides occur are the blind, deaf-blind, and physically impaired but unable to move. This is because persons with difficulty in seeing (the Blind) can&#x2019;t see cracks and the deaf can&#x2019;t hear early warning messages, compared to those with physical disabilities. In times of landslide emergencies, caretakers and guides also run away, living the Blind and Deaf exposed to the risk of landslides&#x2026;.&#x2019;</p>
</disp-quote>
<p>The little people (72), those with mental (67) and epileptic (51) were moderately affected by the landslide hazards in Bushika with t(31) = 19.2, mean = 2.2, <italic>p</italic> &#x003C; 0.0001, t(31) = 18.5, mean = 2, <italic>p</italic> &#x003C; 0.001 and t(31) = 12.5, mean = 2.2, <italic>p</italic> &#x003C; 0.0001. This was on account of the fact that they are able to hear and sense the direction of the landslide and call for intervention while advancing to safer places independently or with minimal support. Furthermore, a female District Councilor for PWDs in Bududa revealed that:</p>
<disp-quote>
<p>&#x2018;&#x2026; During the occurrence of landslides, PWDs especially the Blind and deaf are hit highest because the household members usually scatter to different directions leaving them without assistance, for example in the last landslide occurrence, a deaf member lost two kids in Bushika Sub County and a blind girl was raped in Bulucheke in the aftermath of a landslide as she was seeking guidance to a safe place&#x2026;.&#x2019;</p>
</disp-quote>
</sec>
</sec>
<sec id="s0013">
<title>Discussion</title>
<p>The higher numbers of PWDs were living in high-risk areas with altitude, slope gradient, slope aspect, and SPI ranging from 1400 m.a.s.l to 1700 m.a.s.l especially midslopes, 9&#x00B0; to 26&#x00B0;, S-E to S-W, and 12&#x2013;19 respectively. The dwelling locations for majority of PWDs were recorded at slope angle and altitude ranging from 11&#x00B0; to 31&#x00B0; and 1500 m.a.s.l to 1900 m.a.s.l., respectively. These ranges are in line with those Bamutaze (<xref ref-type="bibr" rid="CIT0004">2019</xref>) revealed as sites with the highest prevalence of landslides during his study on morphometric conditions underpinning the spatial and temporal dynamics of landslide hazards on the volcanic Mount Elgon, Eastern Uganda. With aspect, PWDs lived on slopes facing S-E and S-W which are highly susceptible to landslides as revealed by Nakileza and Nedala (<xref ref-type="bibr" rid="CIT0024">2020</xref>). Concerning susceptibility to erosion and gulley formation at their places of living, the bulk of the PWDs lived in locations with SPI beyond &#x003E; 10 with higher erosive power of the flowing water in the streams, thus higher chances of gully formation and consequently becoming susceptible to landslides. The bulk of PWDs lived in sites with planar curvature indices of &#x2013;0.804 to &#x2013;0.129 which were noted by Nakileza and Nedala (<xref ref-type="bibr" rid="CIT0024">2020</xref>) as highly susceptible to landslides in their study of topographic influence on landslides characteristics and implication for risk management in Mount Elgon. Sites with negative planar curvature indices cause materials to converge, thus escalding water running consequently triggering debris flow downhill. Such sites are highly risky for settlement by PWDs. Although, Neema et al. (<xref ref-type="bibr" rid="CIT0027">2018</xref>) revealed that low-lying locations and trading centres in Bududa are safer with low landslide risks, some PWDs have homes in middle and foot slope places because that is the land they can afford. The study results are in line with a baseline study by Uganda National Action on Physical Disability (UNAPD) (<xref ref-type="bibr" rid="CIT0039">2016</xref>) where PWDs indicated that they stay uphill with high-risk locations of landslides in Mount Elgon area. In addition, during his study on gender and vulnerability to disasters, Bagonza (<xref ref-type="bibr" rid="CIT0003">2014</xref>) also observed that many people construct houses and settle on high-risk hills in Uganda. According to Neema et al. (<xref ref-type="bibr" rid="CIT0027">2018</xref>), people continue to settle in the high-risk areas, because people seem to be uncertain and have mistrust in the implementation of the resettlement programmes, especially on issues of compensation for land lost. The first-ever UN global survey of persons living with disabilities UNISDR (<xref ref-type="bibr" rid="CIT0041">2014</xref>) revealed that PWDs are rarely consulted about their needs in potential disaster situations and thus excluded from the planning and decision-making of such processes. The higher number of the peasantry, poverty levels, and failure to afford safer places also account for the consistent settlement of PWDs in high-risk areas. The discrimination by society precisely accounts for settlement in isolated areas. However, these hard-to-reach areas make it difficult to receive the services, information, resources including early warnings and recovery as echoed by the PWDs and their leaders.</p>
<p>Findings on the variation of landslide effect where the blind and Deaf were perceived as most affected by the landslide hazards corroborate those of Madanian et al. (<xref ref-type="bibr" rid="CIT0021">2018</xref>) and Lord et al. (<xref ref-type="bibr" rid="CIT0020">2016</xref>). They have also found out that people with visual impairment, and particularly the older adults are most affected in times of crisis and emergency especially earthquakes and landslides that vibrate and shake land thus causing more tension. Furthermore, a report by ENPCM (<xref ref-type="bibr" rid="CIT0009">2017</xref>), also found similar results that people with visual impairment have a greater susceptibility to a variety of hazards and potential threats in daily life. This is explained by a higher risk of stress reactions and social isolation in case of crisis. The results on the disproportionate damages caused by landslides are in line with the findings by Twigg et al. (<xref ref-type="bibr" rid="CIT0035">2018</xref>). The difference in the impact of landslides on the different PWDs categories is attributed to the dissimilarity in the societal and formal discrimination, disregarding, and exploitation experienced by PWDs in disasters.</p>
</sec>
<sec id="s0014">
<title>Conclusion</title>
<p>Persons with disabilities live in risky areas and yet these are highly affected during a landslide crisis. The blind and Deaf-blind were perceived as most affected by landslides hazards. Therefore, blind and deaf-blind persons should be prioritised for relocation to safer areas within their ancestral district due to cultural attachment and fertile soils. In addition, landslide prone areas such as Bududa, disaster programs and committees at village should include PWDs to further strengthen awareness, inclusion, access to early warning information, disaster survival tips during hence strengthening their resilience to these recurrent landslides.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>We extend our sincere thanks to the leadership of PWDs and technical officials of Bududa district who supported the research activities especially data collection. Also we thank Ms. Annet Namono, and Mr. Edilisa for guiding the field team while accessing the PWD dwellings in such a heterogeneous landscape.</p>
<sec id="s20015" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them in writing this article.</p>
</sec>
<sec id="s20016">
<title>Authors&#x2019; contributions</title>
<p>M.S. and Y.K. was responsible for conceptualisation, data collection and analyses and edited the first draft and financial mobilisation. M.S. also reviewed the first draft and was responsible for financial mobilisation and provided funding for the publication of the article. F.M. and D.L.M. supervised the study, reviewed and edited the final draft.</p>
</sec>
<sec id="s20017">
<title>Funding information</title>
<p>The manuscript would not have been possible without the support of the Norwegian Association of the Disabled and National Union of Disabled Persons of Uganda (NUDIPU).</p>
</sec>
<sec id="s20018">
<title>Data availability</title>
<p>The data that support the findings of this study are available from the corresponding author, M.S., upon reasonable request.</p>
</sec>
<sec id="s20019">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and do not necessarily reflect the official policy or position of any affiliated agency of the authors.</p>
</sec>
</ack>
<ref-list id="references">
<title>References</title>
<ref id="CIT0001"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Ahmad</surname>, <given-names>N.A</given-names></string-name>., <string-name><surname>Ahmad</surname>, <given-names>W</given-names></string-name>., <string-name><surname>Arman</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Rahimi</surname>, <given-names>W</given-names></string-name>., <string-name><surname>Ahmadi</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Vijay Raghavan</surname>, <given-names>S.M.S</given-names></string-name></person-group>., <year>2020</year>, <source><italic>Community perception survey &#x2013; COVID 19: Knowledge, attitude and practice survey</italic></source>, <publisher-name>The Johanniter International Assistance and Organisation of Human welfare</publisher-name>, <publisher-loc>Kabul, Kunduz and Khost Provinces</publisher-loc> (Issue <issue>April</issue>).</mixed-citation></ref>
<ref id="CIT0002"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Austin</surname>, <given-names>Lord</given-names></string-name>, <string-name><surname>Sijapati</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Baniya</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Obindra</surname>, <given-names>C</given-names></string-name>., &#x0026; <string-name><surname>Tracy</surname>, <given-names>G</given-names></string-name></person-group>. (<year>2016</year>). <article-title>Disaster, Disability and Difference: A Study of the Challenges Faced by Persons with Disabilities (PwDs) in Post-Earthquake Nepal</article-title> (Issue <issue>May</issue>). <comment><ext-link ext-link-type="uri" xlink:href="http://www.np.undp.org/content/nepal/en/home/library/crisis_prevention_and_recovery/disaster-disability-difference-PWDs-post-quake2016.html">http://www.np.undp.org/content/nepal/en/home/library/crisis_prevention_and_recovery/disaster-disability-difference-PWDs-post-quake2016.html</ext-link></comment></mixed-citation></ref>
<ref id="CIT0003"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bagonza</surname>, <given-names>R.A</given-names></string-name></person-group>., <year>2014</year>, <source><italic>Gender and vulnerability to disasters and disaster/climate risk management in Uganda: A participatory characterisation</italic></source> (Issue <issue>December</issue>), <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://reliefweb.int/sites/reliefweb.int/files/resources/8.Gender&#x0025;26VulnerabilitytoDisastersInUganda-study.pdf">https://reliefweb.int/sites/reliefweb.int/files/resources/8.Gender&#x0025;26VulnerabilitytoDisastersInUganda-study.pdf</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0004"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Bamutaze</surname>, <given-names>Y</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<chapter-title>Chapter 3: Morphometric conditions underpinning the spatial and temporal dynamics of landslide hazards on the volcanics of Mt. Elgon, Eastern Uganda</chapter-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>F</given-names>. <surname>Rivera</surname></string-name> (ed.)</person-group>, <source><italic>Emerging voices in natural hazards research</italic></source>, pp. <fpage>1</fpage>&#x2013;<lpage>456</lpage>, <publisher-name>Elsevier Inc.</publisher-name>, <publisher-loc>Kidlington, Oxford OX5 1GB, United Kingdom</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0005"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bodrud-Doza</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Shammi</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Bahlman</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Islam</surname>, <given-names>A.R.M.T</given-names></string-name>. &#x0026; <string-name><surname>Rahman</surname>, <given-names>M.M</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Psychosocial and socio-economic crisis in Bangladesh due to COVID-19 pandemic: A perception-based assessment</article-title>&#x2019;, <source><italic>Frontiers in Public Health</italic></source> <volume>8</volume>, <fpage>341</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/FPUBH.2020.00341">https://doi.org/10.3389/FPUBH.2020.00341</ext-link></comment></mixed-citation></ref>
<ref id="CIT0006"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bongo</surname>, <given-names>P.P</given-names></string-name>., <string-name><surname>Dziruni</surname>, <given-names>G</given-names></string-name>. &#x0026; <string-name><surname>Muzenda-Mudavanhu</surname>, <given-names>C</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>The effectiveness of community-based rehabilitation as a strategy for improving quality of life and disaster resilience for children with disability in rural Zimbabwe</article-title>&#x2019;, <source><italic>Jamba: Journal of Disaster Risk Studies</italic></source> <volume>10</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>10</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/jamba.v10i1.442">https://doi.org/10.4102/jamba.v10i1.442</ext-link></comment></mixed-citation></ref>
<ref id="CIT0007"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Burrough</surname>, <given-names>A.P</given-names></string-name>. &#x0026; <string-name><surname>McDonell</surname>, <given-names>R.A</given-names></string-name></person-group>., <year>1998</year>, <source><italic>Principles of geographical information systems</italic></source>, <edition>3rd</edition> edn., <publisher-name>Oxford University Press</publisher-name>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://scholar.google.com/scholar?hl=en&#x0026;as_sdt=0&#x0025;2C5&#x0026;q=Burrough&#x0025;2C+P.+A.&#x0025;2C+and+McDonell&#x0025;2C+R.+A.&#x0025;2C+1998.+Principles+of+Geographical+Information+Systems&#x0026;btnG=">https://scholar.google.com/scholar?hl=en&#x0026;as_sdt=0&#x0025;2C5&#x0026;q=Burrough&#x0025;2C+P.+A.&#x0025;2C+and+McDonell&#x0025;2C+R.+A.&#x0025;2C+1998.+Principles+of+Geographical+Information+Systems&#x0026;btnG=</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0008"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Cerimovic</surname>, <given-names>E</given-names></string-name>. &#x0026; <string-name><surname>Rall</surname>, <given-names>K</given-names></string-name></person-group>., <year>2021</year>, <source><italic>German flood deaths highlight climate chang e risks for people with disabilities</italic></source>, <comment>viewed 28 June 2021, from <ext-link ext-link-type="uri" xlink:href="https://www.hrw.org/news/2021/07/21/german-flood-deaths-highlight-climate-change-risks-people-disabilities">https://www.hrw.org/news/2021/07/21/german-flood-deaths-highlight-climate-change-risks-people-disabilities</ext-link></comment></mixed-citation></ref>
<ref id="CIT0009"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>ENPCM</collab></person-group>, <year>2017</year>, <source><italic>Assisting people with disabilities in case of disaster</italic></source>, vol. <volume>14</volume>, <publisher-name>Federal Office of Civil Protection and Disaster Assistance</publisher-name>, <publisher-loc>Bonn</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0010"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Garc&#x00ED;a</surname>, <given-names>G.A</given-names></string-name>., <string-name><surname>Hergott</surname>, <given-names>D.E.B</given-names></string-name>., <string-name><surname>Phiri</surname>, <given-names>W.P</given-names></string-name>., <string-name><surname>Perry</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Smith</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Osa</surname>, <given-names>J</given-names></string-name>. <etal>et al</etal></person-group>., <year>2019</year>, &#x2018;<article-title>Mapping and enumerating houses and households to support malaria control interventions on Bioko Island</article-title>&#x2019;, <source><italic>Malaria Journal</italic></source> <volume>18</volume>(<issue>1</issue>), <fpage>283</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s12936-019-2920-x">https://doi.org/10.1186/s12936-019-2920-x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0011"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Global Facility for Disaster Reduction and Recovery (GRDRR)</collab></person-group>, <year>2017</year>, <source><italic>Disability inclusion in disaster risk management promising practices and opportunities for enhanced engagement</italic></source>, <publisher-name>GRDRR</publisher-name>, <publisher-loc>Washington, DC</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0012"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>Gomathy</collab></person-group>, <year>2015</year>, &#x2018;<article-title>An overview of financial inclusion and rural development in India</article-title>&#x2019;, <source><italic>IOSR Journal of Business and Management</italic></source> <volume>17</volume>(<issue>8</issue>), <fpage>2319</fpage>&#x2013;<lpage>7668</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.9790/487X-17840611">https://doi.org/10.9790/487X-17840611</ext-link></comment></mixed-citation></ref>
<ref id="CIT0013"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Gutnik</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Roth</surname>, <given-names>M</given-names></string-name></person-group>., <year>2018</year>, <source><italic>Disability and climate change : How climate-related hazards increase vulnerabilities among the most at risk populations and the necessary convergence of inclusive disaster risk reduction and climate change adaptation</italic></source>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://publications@hi.org/reliefweb.int/sites/reliefweb.int/files/resources/71449_71449hidisabilityandclimatechangewa.pdf">https://publications@hi.org/reliefweb.int/sites/reliefweb.int/files/resources/71449_71449hidisabilityandclimatechangewa.pdf</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0014"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hosseini</surname>, <given-names>S.A</given-names></string-name>., <string-name><surname>Lotfi</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Lotfalian</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Kavian</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Aidin</surname>, <given-names>P</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>The effect of terrain factors on landslide features along forest road</article-title>&#x2019;, <source><italic>African Journal of Biotechnology</italic></source> <volume>10</volume>(<issue>64</issue>), <fpage>14108</fpage>&#x2013;<lpage>14115</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5897/ajb11.856">https://doi.org/10.5897/ajb11.856</ext-link></comment></mixed-citation></ref>
<ref id="CIT0015"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hosseinpoor</surname>, <given-names>A.R</given-names></string-name>., <string-name><surname>Williams</surname>, <given-names>J.A.S</given-names></string-name>., <string-name><surname>Gautam</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Posarac</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Officer</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Verdes</surname>, <given-names>E</given-names></string-name>. <etal>et al</etal></person-group>., <year>2013</year>, &#x2018;<article-title>Socioeconomic inequality in disability among adults: A multicountry study using the world health survey</article-title>&#x2019;, <source><italic>American Journal of Public Health</italic></source> <volume>103</volume>(<issue>7</issue>), <fpage>1278</fpage>&#x2013;<lpage>1286</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2105/AJPH.2012.301115">https://doi.org/10.2105/AJPH.2012.301115</ext-link></comment></mixed-citation></ref>
<ref id="CIT0016"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>IFRC</collab></person-group>, <year>2021</year>, <source><italic>Final report Uganda : Floods and landslides</italic></source> (Issue <issue>2</issue>), <publisher-name>Red Cross Society</publisher-name>, <publisher-loc>Kampala</publisher-loc>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://reliefweb.int/report/uganda/uganda-floods-and-landslides-final-report-dref-operation-n-mdrug042">https://reliefweb.int/report/uganda/uganda-floods-and-landslides-final-report-dref-operation-n-mdrug042</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0017"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Khan</surname>, <given-names>M.G</given-names></string-name>. &#x0026; <string-name><surname>Baba</surname>, <given-names>A.N</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Disaster management risk perception of local communities</article-title>&#x2019;, <source><italic>Jurnal Kemanusiaan</italic></source> <volume>15</volume>(<issue>1</issue>), <fpage>87</fpage>&#x2013;<lpage>94</lpage>.</mixed-citation></ref>
<ref id="CIT0018"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Kitutu</surname>, <given-names>M.G</given-names></string-name></person-group>., <year>2010</year>, <source><italic>Land slide occurences in the hilly areas of Bududa district and their causes</italic></source> (Issue <month>December</month>), <publisher-name>Makerere University</publisher-name>, <publisher-loc>Kampala</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0019"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Kozak</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Ostapowicz</surname>, <given-names>K</given-names></string-name>. &#x0026; <string-name><surname>Bytnerowicz</surname>, <given-names>A</given-names></string-name></person-group>., <year>2013</year>, <source><italic>The Carpathians: Integrating nature and society towards sustainability</italic></source>, vol. <volume>8</volume>, <publisher-name>Springer-Verlag</publisher-name>, <publisher-loc>Berlin Heidelberg</publisher-loc>, p. <fpage>717</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/978-3-642-12725-0">https://doi.org/10.1007/978-3-642-12725-0</ext-link></comment></mixed-citation></ref>
<ref id="CIT0020"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Lord</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Sijapati</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Baniya</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Chand</surname>, <given-names>O</given-names></string-name>. &#x0026; <string-name><surname>Ghale</surname>, <given-names>T</given-names></string-name></person-group>., <year>2016</year>, <source><italic>Disaster, disability and difference: A study of the challenges faced by persons with disabilities (PwDs) in post-earthquake Nepal</italic></source> (Issue <issue>May</issue>), <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="http://www.np.undp.org/content/nepal/en/home/library/crisis_prevention_and_recovery/disaster-disability-difference-PWDs-post-quake2016.html">http://www.np.undp.org/content/nepal/en/home/library/crisis_prevention_and_recovery/disaster-disability-difference-PWDs-post-quake2016.html</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0021"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Madanian</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Airehrour</surname>, <given-names>D</given-names></string-name>. &#x0026; <string-name><surname>Cherrington</surname>, <given-names>M</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<chapter-title>Smart cap for visually impaired in disaster situations</chapter-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>K</given-names>. <surname>Stock</surname></string-name> &#x0026; <string-name><given-names>D</given-names>. <surname>Buncker</surname></string-name> (Eds.)</person-group>, <source><italic>Human centred design for collaborative systems supporting 4Rs (Reduction, Readiness, Response and Recovery) Proceedings of ISCRAM Asia Pacific 2018</italic></source>, issue <issue>11</issue>, pp. <fpage>1</fpage>&#x2013;<lpage>10</lpage>, <publisher-name>ResearchGate</publisher-name>, <comment>viewed from <ext-link ext-link-type="uri" xlink:href="http://idl.iscram.org/files/samanehmadanian/2018/1661_SamanehMadanian_etal2018.pdf">http://idl.iscram.org/files/samanehmadanian/2018/1661_SamanehMadanian_etal2018.pdf</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0022"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Masoumi</surname>, <given-names>H</given-names></string-name>., <string-name><surname>Jamali</surname>, <given-names>A.A</given-names></string-name>. &#x0026; <string-name><surname>Khabazi</surname>, <given-names>M</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>Investigation of role of slope, aspect and geological formations of landslide occurrence using statistical methods and GIS in some watersheds in Chahar Mahal and Bakhtiari Province</article-title>&#x2019;, <source><italic>Journal of Applied Environmental and Biological Sciences (ISI Thomsonreuters)</italic></source> <volume>4</volume>(<issue>9</issue>), <fpage>121</fpage>&#x2013;<lpage>129</lpage>.</mixed-citation></ref>
<ref id="CIT0023"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>Ministry of Gender, Labour and Social Development (MGLSD)</collab></person-group>, <year>2006</year>, <source><italic>National policy on disability in Uganda</italic></source>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="http://www.mglsd.go.ug">http://www.mglsd.go.ug</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0024"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nakileza</surname>, <given-names>B.R</given-names></string-name>. &#x0026; <string-name><surname>Nedala</surname>, <given-names>S</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Topographic influence on landslides characteristics and implication for risk management in upper Manafwa catchment, Mt Elgon Uganda</article-title>&#x2019;, <source><italic>Geoenvironmental Disasters</italic></source> <volume>7</volume>(<issue>27</issue>), <fpage>1</fpage>&#x2013;<lpage>13</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s40677-020-00160-0">https://doi.org/10.1186/s40677-020-00160-0</ext-link></comment></mixed-citation></ref>
<ref id="CIT0025"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nakileza</surname>, <given-names>B.R</given-names></string-name>., <string-name><surname>Majaliwa</surname>, <given-names>M.J</given-names></string-name>., <string-name><surname>Wandera</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Nantumbwe</surname>, <given-names>C.M</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Enhancing resilience to landslide disaster risks through rehabilitation of slide scars by local communities in Mt Elgon, Uganda</article-title>&#x2019;, <source><italic>JAMBA</italic></source> <volume>9</volume>(<issue>1</issue>), <fpage>390</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/jamba.v9i1.390">https://doi.org/10.4102/jamba.v9i1.390</ext-link></comment></mixed-citation></ref>
<ref id="CIT0026"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Namono</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Mugume</surname>, <given-names>I</given-names></string-name>., <string-name><surname>Negru</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Mujuni</surname>, <given-names>G</given-names></string-name>., <string-name><surname>Tao</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Racaud</surname>, <given-names>S</given-names></string-name>. <etal>et al</etal></person-group>., <year>2019</year>, &#x2018;<article-title>The barriers to landslide responses over the Mt. Elgon in Bududa District, Uganda</article-title>&#x2019;, <source>Preprints</source> <volume>2</volume>(<issue>9</issue>), <fpage>1</fpage>&#x2013;<lpage>13</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.20944/preprints201909.0022.v1">https://doi.org/10.20944/preprints201909.0022.v1</ext-link></comment></mixed-citation></ref>
<ref id="CIT0027"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Neema</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Mongo Bua</surname>, <given-names>G</given-names></string-name>., <string-name><surname>Tuhebwe</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Ssentongo</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Tumuhamye</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Mayega</surname>, <given-names>R.W</given-names></string-name>. <etal>et al</etal></person-group>., <year>2018</year>, &#x2018;<article-title>Community perspective on policy options for resettlement management: A case study of risk reduction in Bududa, Eastern Uganda</article-title>&#x2019;, <source><italic>PLoS Currents Disatsers</italic></source> <volume>1</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>21</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/currents.dis.49e8e547de25ca1c1f9edbbfc8b9efa5">https://doi.org/10.1371/currents.dis.49e8e547de25ca1c1f9edbbfc8b9efa5</ext-link></comment></mixed-citation></ref>
<ref id="CIT0028"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>NICHCY</collab></person-group>, <year>2012</year>, <source><italic>Categories of disability under IDEA</italic></source>, pp. <fpage>1</fpage>&#x2013;<lpage>6</lpage>, <publisher-name>National Center for Education, Institute of Education Sciences, United States Department of Education Statistics</publisher-name>, <comment>0285, viewed n.d., from <ext-link ext-link-type="uri" xlink:href="http://www.parentcenterhub.org/wp-content/uploads/repo_items/gr3.pdf">http://www.parentcenterhub.org/wp-content/uploads/repo_items/gr3.pdf</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0029"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nohani</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Moharrami</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Sharafi</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Khosravi</surname>, <given-names>K</given-names></string-name>., <string-name><surname>Pradhan</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Pham</surname>, <given-names>B.T</given-names></string-name>. <etal>et al</etal></person-group>., <year>2019</year>, &#x2018;<article-title>Landslide susceptibility mapping using different GIS-Based bivariate models</article-title>&#x2019;, <source><italic>Water (Switzerland)</italic></source> <volume>11</volume>(<issue>7</issue>), <fpage>1</fpage>&#x2013;<lpage>22</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/w11071402">https://doi.org/10.3390/w11071402</ext-link></comment></mixed-citation></ref>
<ref id="CIT0030"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>NPA</collab></person-group>, <year>2017</year>, <source><italic>National disability-inclusive planning guidelines For Uganda</italic></source> (Issue <issue>December</issue>), <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="http://npa.go.ug/wp-content/uploads/2018/08/Disability-Inclusive-Planning-Guidelines.Final-for-approval-14.03.2018-FINAL.pdf">http://npa.go.ug/wp-content/uploads/2018/08/Disability-Inclusive-Planning-Guidelines.Final-for-approval-14.03.2018-FINAL.pdf</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0031"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nseka</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Kakembo</surname>, <given-names>V</given-names></string-name>. &#x0026; <string-name><surname>Mugagga</surname>, <given-names>F</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Analysis of topographic parameters underpinning landslide occurrence in Kigezi highlands of southwestern Uganda</article-title>&#x2019;, <source><italic>Journal of the International Society for the Prevention and Mitigation of Natural Hazards</italic></source> <volume>68</volume>(<issue>September</issue>), <fpage>1</fpage>&#x2013;<lpage>20</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11069-019-03787-x">https://doi.org/10.1007/s11069-019-03787-x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0032"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nugraha</surname>, <given-names>H</given-names></string-name>., <string-name><surname>Wacano</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Dipayana</surname>, <given-names>G.A</given-names></string-name>., <string-name><surname>Cahyadi</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Mutaqin</surname>, <given-names>B.W</given-names></string-name>. &#x0026; <string-name><surname>Larasati</surname>, <given-names>A</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Geomorphometric characteristics of landslides in the Tinalah Watershed, Menoreh Mountains, Yogyakarta, Indonesia</article-title>&#x2019;, <source><italic>Procedia Environmental Sciences</italic></source> <volume>28</volume>(<issue>SustaiN 2014</issue>), <fpage>578</fpage>&#x2013;<lpage>586</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.proenv.2015.07.068">https://doi.org/10.1016/j.proenv.2015.07.068</ext-link></comment></mixed-citation></ref>
<ref id="CIT0033"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Planchon</surname>, <given-names>O</given-names></string-name>. &#x0026; <string-name><surname>Darboux</surname>, <given-names>F</given-names></string-name></person-group>., <year>2001</year>, &#x2018;<article-title>A fast, simple and versatile algorithm to fill the depressions of digital elevation models</article-title>&#x2019;, <source><italic>Catena</italic></source> <volume>46</volume>(<issue>2&#x2013;3</issue>), <fpage>159</fpage>&#x2013;<lpage>176</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/S0341-8162(01)00164-3">https://doi.org/10.1016/S0341-8162(01)00164-3</ext-link></comment></mixed-citation></ref>
<ref id="CIT0034"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Rohwerder</surname>, <given-names>B</given-names></string-name></person-group>., <year>2015</year>, <source><italic>Disability inclusion: Topic guide</italic></source>, <publisher-loc>GSDRC</publisher-loc>: <publisher-name>University of Birmingham</publisher-name> (Issue <issue>November</issue>), <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://opendocs.ids.ac.uk/opendocs/bitstream/handle/123456789/7174/DisabilityInclusion.pdf?sequence=1&#x0025;5Cnhttp://www.gsdrc.org/wp-content/uploads/2015/11/DisabilityInclusion.pdf">https://opendocs.ids.ac.uk/opendocs/bitstream/handle/123456789/7174/DisabilityInclusion.pdf?sequence=1&#x0025;5Cnhttp://www.gsdrc.org/wp-content/uploads/2015/11/DisabilityInclusion.pdf</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0035"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Twigg</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Kett</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Lovell</surname>, <given-names>E</given-names></string-name></person-group>., <year>2018</year>, <source><italic>Disability inclusion and disaster risk reduction</italic></source>, <publisher-name>Overseas Development Institute</publisher-name>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://interagencystandingcommittee.org/iasc-task-team-inclusion-persons-disabilities-humanitarianaction">https://interagencystandingcommittee.org/iasc-task-team-inclusion-persons-disabilities-humanitarianaction</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0036"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>Uganda Bureau of Statistics (UBOS)</collab></person-group> <year>2019</year>, <source><italic>Persons with disability; bridging the gap through statistics thematic series based on The National Population and Housing Census 2014</italic></source>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://www.ubos.org/wp-content/uploads/publications/09_2019DISABILITY_MONOGRAPH_-_FINAL.pdf">https://www.ubos.org/wp-content/uploads/publications/09_2019DISABILITY_MONOGRAPH_-_FINAL.pdf</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0037"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>United Nations Convention on Rights of Persons with Disabilities (UNCRPD)</collab></person-group>, <year>2010</year>, <source><italic>UN convention on the rights of persons with disabilities: Uganda&#x2019;s initial status report 2010</italic></source>, <publisher-name>United Nations (UN)</publisher-name>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="http://www.ohchr.org/documents/hrbodies/crpd/future/crpd-c-uga-1_en.doc">http://www.ohchr.org/documents/hrbodies/crpd/future/crpd-c-uga-1_en.doc</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0038"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>UN</collab></person-group>, <year>2018</year>, <source><italic>Disability and development: Realizing the sustainable development goals by, for and with persons with disabilities</italic></source>, <comment>Disability and Development Report, The Department of Economic and Social Affairs</comment> of the <publisher-name>United Nations Secretariat</publisher-name>, <publisher-loc>New York, NY</publisher-loc>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4337/9781847202864.00035">https://doi.org/10.4337/9781847202864.00035</ext-link></comment></mixed-citation></ref>
<ref id="CIT0039"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>UNAPD</collab></person-group>, <year>2016</year>, <source><italic>Baseline study profiling the status of PWDs in risk &#x0026; emergence situations in Uganda, &#x2018;A case of disasters in Bududa&#x2019;, Uganda National Action on Physical Disability (UNAPD)</italic></source>, <publisher-loc>Kampala</publisher-loc>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://unapd.org/publication/view/raising-the-profile-of-pwd-in-risk-emergence-situations">https://unapd.org/publication/view/raising-the-profile-of-pwd-in-risk-emergence-situations</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0040"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>United Nations Development Programme India (UNDP India)</collab></person-group>, <year>2012</year>, <source><italic>Livelihood opportunities for persons with disabilities</italic></source>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://www.undp.org/content/dam/india/docs/pub-povertyreduction/livelihood-opportunities-for-persons-with-disabilities.pdf">https://www.undp.org/content/dam/india/docs/pub-povertyreduction/livelihood-opportunities-for-persons-with-disabilities.pdf</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0041"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>United Nations International Strategy for Disaster Reduction (UNISDR)</collab></person-group>, <year>2014</year>, <source><italic>Living with disability and disasters: UNISDR 2013 Survey on living with disabilities and disasters &#x2013; Key findings</italic></source>, vol. <volume>1</volume>, issue <issue>1</issue>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="http://www.unisdr.org/2014/iddr/documents/2013DisabilitySurveryReport_030714.pdf">http://www.unisdr.org/2014/iddr/documents/2013DisabilitySurveryReport_030714.pdf</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0042"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>UNISDR</collab></person-group>, <year>2015</year>, <source><italic>Sendai framework for disaster risk reduction 2015&#x2013;2030 &#x2013; UNISDR</italic></source>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://www.unisdr.org/we/coordinate/sendai-framework">https://www.unisdr.org/we/coordinate/sendai-framework</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0043"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>United States Department of Justice (USDJ)</collab></person-group>, <year>2020</year>, &#x2018;<article-title>A guide to disability rights laws</article-title>&#x2019;, in <source><italic>A guide to disability rights laws</italic></source>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://www.ada.gov/cguide.htm">https://www.ada.gov/cguide.htm</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0044"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Vieira</surname>, <given-names>P.C</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>T-test with likert scale variables</article-title>&#x2019;, <source><italic>SSRN Electronic Journal</italic></source> <volume>25</volume>(<issue>4</issue>), <fpage>1</fpage>&#x2013;<lpage>5</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2139/ssrn.2770035">https://doi.org/10.2139/ssrn.2770035</ext-link></comment></mixed-citation></ref>
<ref id="CIT0045"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Wambede</surname>, <given-names>F</given-names></string-name>. &#x0026; <string-name><surname>Kolyangha</surname>, <given-names>M</given-names></string-name></person-group>., <year>2019</year>, <source><italic>Govt launches resettlement project for landslide victims</italic></source>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="https://reliefweb.int/report/uganda/govt-launches-resettlement-project-landslide-victims">https://reliefweb.int/report/uganda/govt-launches-resettlement-project-landslide-victims</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0046"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>WID</collab></person-group>, <year>2018</year>, <source><italic>Natural disasters</italic></source>, <comment>viewed 28 july 2021, from <ext-link ext-link-type="uri" xlink:href="https://wid.org/2018/09/26/natural-disasters/">https://wid.org/2018/09/26/natural-disasters/</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0047"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>World Health Organisation</collab></person-group>, <year>2011</year>, <source><italic>World report on disability</italic></source>, <publisher-loc>Geneva</publisher-loc>, <comment>viewed n.d., from <ext-link ext-link-type="uri" xlink:href="http://www.who.int/about/licensing/copyright_form/en/index.html">www.who.int/about/licensing/copyright_form/en/index.html</ext-link></comment>.</mixed-citation></ref>
</ref-list>
<fn-group>
<fn><p><bold>How to cite this article:</bold> Ssennoga, M., Mugagga, F., Nadhomi, D.L. &#x0026; Kisira, Y., 2022, &#x2018;Mapping the susceptibility of persons with disabilities to landslides in a highland landscape of Bushika Sub County, Mount Elgon, Eastern Uganda&#x2019;, <italic>J&#x00E0;mb&#x00E1;: Journal of Disaster Risk Studies</italic> 14(1), a1266. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/jamba.v14i1.1266">https://doi.org/10.4102/jamba.v14i1.1266</ext-link></p></fn>
</fn-group>
</back>
</article>