Skip to main content

Measuring refugees’ capabilities: translation, adaptation, and valuation of the OxCAP-MH into Juba Arabic for use among South Sudanese male refugees in Uganda

Abstract

Background

Forcibly displaced populations are highly vulnerable to psychosocial distress and mental disorders, including alcohol misuse. In an ongoing trial that seeks to develop a transdiagnostic intervention addressing psychological distress and alcohol use disorders among conflict-affected populations, we will carry out a cost-effectiveness evaluation using a capability-based Oxford Capabilities Mental Health (OxCAP-MH) measure. The OxCAP-MH is a 16-item questionnaire developed from the Capability Approach, that covers multiple domains of functioning and welfare. The aim of the current paper is to present the results of the translation, cultural adaptation and valuation of the OxCAP-MH into Juba Arabic for South Sudanese refugees living in Uganda.

We adhered to the official Translation and Linguistic Validation process of the OxCAP-MH. To carry out the translation, the Concept Elaboration document, official English version of the OxCAP-MH, and the Back-Translation Review Template were used. Four independent translators were used for forward and back translations. The reconciled translated version was then piloted in two focus group discussions (N = 16) in Rhino refugee settlement. A most important to least important valuation of the sixteen capability domains covered in the OxCAP-MH was also done.

Results

The Juba Arabic version of the OxCAP-MH was finalized following a systematic iterative process. The content of the Juba Arabic version remained unchanged, but key concepts were adapted to ensure cultural acceptability, feasibility, and comprehension of the measure in the local context of Rhino refugee settlement. Most participants had low levels of literacy and required support with filling in the tool. Participants suggested an additional capability that is currently not reflected in the OxCAP-MH, namely access to food. Furthermore, discussions around the valuation exercise of the sixteen domains led to two separate importance scales, which showed relevant differences.

Conclusions

In this context, the OxCAP-MH was considered culturally acceptable. The valuation exercise proved cognitively demanding. Participants voiced confusion over how to answer the questions on the OxCAP-MH instrument due to low levels of literacy. These concerns invite consideration for future research to consider how measures such as the OxCAP-MH can be made more accessible to individuals with low literacy rates in resource poor settings.

Background

Around the world, every two seconds, an individual is forcibly displaced due to conflict, violence, or persecution [1]. The significance of pre-migration traumatic events as predictors of mental health outcomes in conflict-affected communities is well-recognized [2, 3]. In addition, there is a growing awareness of the importance of ongoing post-migration stressors—such as unemployment and loss of social networks—for mental health, wellbeing, and quality of life. Multiple calls have been made for improved understanding of how mental health and psychosocial support (MHPSS) interventions can effectively cater to the specific needs of conflict affected populations in humanitarian settings [4, 5].

When evaluating psychological interventions, metrics for evaluating effectiveness and cost-effectiveness are often used. Conventional outcome measures such as quality-adjusted life years (QALYs) and disability-adjusted life years (DALYs), are used to estimate the cost-effectiveness of an intervention compared to a different one or compared to the status quo. This exercise is helpful to inform the most efficient allocation of scarce resources. QALYs quantify the combined quality of life and duration of lived years, while DALYs represent years lost due to ill-health, disability, or premature death [6]. Whilst QALYs and DALYs have been extensively utilized for the evaluation of healthcare interventions, it has been argued that they may not be sufficiently comprehensive to holistically evaluate interventions targeting a broader wellbeing perspective [7,8,9]. These metrics might fall short in encapsulating all critical outcomes beyond health that could influence an individual’s quality of life, leading to an underestimation of the full impact of the intervention [7]. For instance, the widely used EuroQoL 5 dimension and 5 level measure (EQ-5D-5L) [10], which is a measure that aims to describe and value health for economic evaluations, delineates health related quality of life across five dimensions: mobility, self-care, usual activities, pain/discomfort and anxiety/depression [10]. Concerns have arisen regarding its limitations in comprehensively capturing non-health dimensions of well-being that are important to an individuals’ mental health such as attachment, relationships, and enjoyment [7, 11, 12]. Given that MHPSS interventions in humanitarian settings can potentially manifest effects that extend beyond health-related quality of life outcomes, such as social integration, reduced stigma and mitigation of gender based violence, outcome measures need to include consideration for both health and beyond-health dimensions in such contexts [7, 13, 14].

Amartya Sen’s Capability Approach offers an alternative approach to measuring and valuing health intervention outcomes, potentially addressing the limitations of conventional cost-effectiveness measurement approaches [15,16,17]. The Capability Approach emphasizes the importance of meaningful choices and equitable opportunities in sustaining and enhancing health and quality of life across social, economic, and environmental dimensions [16]. Therefore, it provides a wider space to evaluate well-being. A recent review identified fourteen capability-based instruments for the economic evaluation of public health interventions [18], with the Oxford-Capability Questionnaire for Mental Health (OxCAP-MH) being the only capability-based wellbeing measure designed and validated for the area of mental health [19, 20].

The OxCAP-MH is a multidimensional sixteen item measure that was developed based on the list of ten central capabilities developed by Martha Nussbaum that she claimed sustain human life and dignity, namely life; bodily health; bodily integrity; senses, imagination and thought; emotions; practical reason; affiliation; other species; play; and control over one’s environment [21]. The OxCAP-MH has previously been translated and validated both in high-income [22, 23] and low-income settings [24] including Austria/Germany, Hungary and Uganda [22, 24, 25].

The objective of our study is to translate, adapt, and validate the OxCAP-MH for use among Juba Arabic speaking South Sudanese refugees in Uganda. Uganda is the largest host country for South Sudanese refugee, currently accommodating an estimated 931,666 individuals from South Sudan, primarily due to escalating violence that intensified in December 2013 [26]. The translation and validation process for the OxCAP-MH is a component of an ongoing trial evaluating the effectiveness and cost-effectiveness of a transdiagnostic intervention addressing mental distress and alcohol use disorders among conflict-affected populations (https://www.lshtm.ac.uk/change) [27]. The randomized controlled trial evaluates various outcomes, including percentage of abstinent days, depression, anxiety, post-traumatic stress disorder, intimate partner violence perpetration, and health-related quality of life through EQ-5D-5L and the OxCAP-MH.

Methods

The translation and cultural validation of the English OxCAP-MH into Juba Arabic was coordinated by the CHANGE research team based at the HealthRight International office in Arua, northen Uganda, and at London School of Hygiene and Tropical Medicine (LSHTM).

The team in Arua consisted of four independent translators and a research fellow LSHTM. The official Translation and Linguistic Validation (TLV) process provided by the instrument’s guardian at the Medical University of Vienna was followed. This was designed using the international principles of good practice for the translation and cultural adaptation of patient-reported outcomes measures [28]. Beyond the TLV process, participants also carried out a least important to most important valuation of each of the sixteen capability domains covered in the English version of the OxCAP-MH measure by adapting a recent valuation study in Austria [29]. The steps of the translation and validation process followed in the current project are outlined in Fig. 1. The guardian of the tool (author JS) was involved in the conceptualization of the methodology and reviewed the overall translation process.

Fig. 1
figure 1

Translation and validation of the OxCAP-MH English version into Juba Arabic [adapted from 24]

Forward translation and forward translation reconciliation

Two initial forward translations were done from the English measure into Juba Arabic. Guided by the concept elaboration document provided by the authors of the OxCAP-MH, the forward translations were carried out by two independent translators based in Arua. Both translators are Ugandan nationals, native English and Juba Arabic speakers. They have extensive experience in carrying out translations of research tools and measures. Following the forward translations, a reconciliation exercise was done between them which resulted in a first Juba Arabic version (OxCAP-MH Juba Arabic V1).

Back-translation and review

The OxCAP-MH Juba Arabic V1 was sent to two different independent Juba Arabic speakers for blinded back-translation, as specified in the concept elaboration document. One of the translators works as a research assistant at HealthRight International, and the other is a lay-healthcare worker. Both are fluent in Juba Arabic and English. The back translations were reconciled by the two translators and resulted in a new version of the OxCAP-MH (OxCAP-MH Juba Arabic V2).

Pilot testing and validation workshop

Participants

We approached all people who had previously participated in the treatment cohort component of the CHANGE study telephonically. All sixteen agreed to participate and were divided into two workshops by age; South Sudanese adult males above 30 years old (N = 8), and South Sudanese adult males under 30 (N = 8). Thirteen participants had low literacy levels. For an overview of the sociodemographic information of participants see Table 1.

Table 1 Sociodemographic characteristics of participants

Procedures

Two validation workshops took place on 23 August 2022 in the Ofua 2 village within Rhino refugee settlement. The aim of the workshops was to review the OxCAP-MH Juba Arabic V2 with South Sudanese people living in the settlement, to determine its understandability and acceptability in this context. The first workshop was facilitated by the first translator involved in the forward translation, and the second by a translator involved in the back translation. The research fellow accompanied both workshops as she has expertise in the Capability Approach, and four extra research assistants were available.

Participants began by completing the OxCAP-MH Juba Arabic V2 on paper, with research assistants available for support. They then shared their impressions and reviewed each question individually. Participants were asked to raise their hand if a question was unclear; if not, they confirmed any suggested changes. These ‘hand raises’ were recorded (see Table 2). Next, participants discussed: (i) clarity of response options; (ii) any challenging words in the questions; (iii) potential alternative wording; and (iv) their own interpretation of each of the items. This sparked various discussions, especially regarding word changes. The facilitator, research fellow, and research assistants documented these talks and the final consensus.

Table 2 Changes that were suggested in the workshops on the OxCAP-MH Juba Arabic version 2 measure

Ethics

Workshops commenced with a verbal review of the participant information sheet and consent form, followed by an opportunity for questions. Participants with low literacy had the option to provide consent with a thumbprint, which was co-signed by a research assistant. The sessions were conducted in Juba Arabic and audio recorded. Participants received refreshments and a bar of soap as a token of appreciation for their time.

Most important to least important valuation

Following the piloting of the OxCAP-MH Juba Arabic V2, a most important to least important valuation exercise of each of the sixteen capability domains of the OxCAP-MH was carried out. The sixteen dimensions were taken from Helter and colleagues [29] and translated into Juba Arabic prior to the workshops. Each of the sixteen dimensions were printed on a piece of paper, and participants were asked to rank the dimensions from least important (1) to most important (16). The ranking was visualized using raw beans where the number of beans represented the weighting given to each domain (i.e., if a domain was ranked as least important (1), one bean was placed). Participants were also asked if they thought any domains relevant to the local context were missing.

Pilot and validation review

Following the pilot and validation, the written notes were reviewed by the in-country researchers and the research fellow. Suggested changes were made to increase the relevance and clarity of the measure, resulting in the OxCAP-MH Juba Arabic V3.

Proof reading and review

A lay healthcare worker fluent in English and Juba Arabic who had not previously been involved in the translation process proof-read the translation. The third version was reviewed, and final grammatical edits were made in discussion with the in-country researcher. This version was reviewed and approved as the official Juba Arabic version of the OxCAP-MH by the developers.

Results

Pilot and validation

The OxCAP-MH Juba Arabic V3 is largely equivalent to the English OxCAP-MH measure [19] in terms of meaning and measurement. In line with the English version, it contains sixteen items. Given the high levels of illiteracy in the context, participants were not able to independently fill in the measure and required support herewith (i.e., interview format).

A formal and official TLV process (as required by the developers of the OxCAP-MH) was followed, which resulted in three versions of the Juba Arabic OxCAP-MH measure. The first version was developed following the reconciliation of the first two forward translations. The second version was created after the back translation reconciliation. The third version emerged after the pilot and validation workshops, and review thereof. Final grammatical edits were made during proofreading, resulting in the officially approved final version 3.

All participants who took part in the workshops were men, as the CHANGE project works exclusively with male refugees. The mean age across the two workshops was 36 years (range 23–58, see Table 1). Each of the two workshops lasted on average 2,5 hours which included the piloting and validation of the translated OxCAP-MH, and the least important to most important valuation.

At the start of the workshops, participants were asked to fill in the OxCAP-MH Juba Arabic version 3, with support from the research team. The first translation was read verbatim, and examples were provided if the translation was not understood on its own. Participants struggled with filling in the tool independently due to a combination of low literacy and not being accustomed to filling out self-report forms, including where to put the chosen response. Participants noted that:

Participant 1: For me the questionnaire is okay because what I did not understand properly, your colleague has helped me.

Participant 3: The questions are fine, if they read for me the questions slowly, I can understand them very well but if they are read at a high speed, I can easily not understand some of the statements.

For each question on the measure, participants were asked to raise their hand if they thought the question was clear. As shown in Table 2, translation wording changes were suggested for ten of the sixteen items (63%). The questions that were well translated and easily understood were questions related to being assaulted in the future (Q7), being able to influence local decisions (Q9a), freedom to express political and religious views (Q9b), appreciating and valuing plants, animals, and the world of nature (Q9c), being able to respect, value and appreciate others (Q9d), and enjoying the love, care and support of family and friends (Q9e). Most requested changes involved specific words, rather than underlying concepts more generally.

Feedback was also given regarding the translation of the response options. The only requested change was to the five-point response option of Q6 (‘very safe’, ‘fairly safe’, ‘neither safe nor unsafe’, ‘fairly unsafe’, ‘very unsafe’). Like the question itself, the word ‘safe’ was translated to being able to ‘move freely’, as this was a closer translation to the intended definition in English.

Q1 (‘Does your health in any way limit your daily activities, compared to most people of your age?’) was difficult to understand, particularly the translation of ‘daily activities’. This was translated in the form of ‘things you do all the time’. Similarly, in Q3 (‘In the past 4 weeks, how often have you lost sleep over worry?’), the translation provided for worry was considered outdated and was equated to ‘anger’, therefore this was changed to reflect a more up to date word for the final version.

Moderator: Can you please tell us how you understood the question?

Respondent 6: To me it is like how do you stay in the past 4 weeks; did you stay worried or not worried?

Respondent 7: I didn’t stay always galag (worried or angry) and so the answer is like sometimes, so in the past 4 weeks, there have been sometimes when I was galag because there was a time I went to my garden and I found the cows had eaten all my crops so then I was really galag.

Respondent 2: (laughing) that is anger not worry.

Throughout the workshops, participants drew on their day-to-day experiences to make sense of the questions and the wording:

Moderator: The next one reads I am free to express my views, including political and religious views (Q9b). Those who think they have understood this question should raise their hands.

Participant: Some of us are not understanding this question very well, the word huur (free) is confusing some us. But for me, whenever I go to church the priest always tells us that we should keep our hearts free from severe thoughts. So I think the word huur is simply meaning free or freedom here.

By the end of the workshop, changes were proposed to ten of the questions and one of the response options. These changes were agreed and incorporated into the OxCAP-MH Juba Arabic version 3.

Most important to least important valuation

Following the individual item review, participants were invited to rank the sixteen capability dimensions that underly the OxCAP-MH. Both groups ranked the domain of ‘I find it easy to enjoy the love care and support of my family and/or friends’ in the top three most important capabilities. Furthermore, both groups ranked ‘I am free to influence decisions affecting my local area’ in the 10th position, and ‘I am able to respect, value and appreciate people around me’ as the 11th most important. The rest of the domains were ranked differently across the two groups. The final ranking that was agreed in each group is shown in Table 3.

Table 3 Ranking of the OxCAP-MH dimensions from most important (16) to least important (1)

Participants were invited to reflect on whether they considered any key domains to be missing. In the first focus groups, one additional domain was suggested: access to food.

Respondent 1: One important thing for our well-being is eating

Interviewer: What is it important about eating for us to ask?

Respondent 1: Food helps us; as we work hard on the farms to get food; it helps our body to function as well as our children need food to attend school.

Interviewer: What question should we ask about eating?

Respondent 1: Am able to get access to food through organizations.

Respondent 2: The thing is being able to grow food for ourselves, as the problem here is acquiring land to cultivate; we need to rent land and sign an agreement, and also the crops when the weather affects us like what happened, there is a problem, so that is the content I am bringing. So it is about how to have access to food amidst natural calamities like drought.

Beyond access to food, participants also highlighted how the lack of basic needs impacts on other capabilities through the example of education:

Respondent: (…) Regarding education, we see some learners drop out at times because of other needs, so the question would be, how would they be helped.

Interviewer: So, what are those other needs that are being prioritized over education?

Respondent: We have children who are orphans, we have children who are unaccompanied minors, we have girls who need material support (menstruation products), so, sometimes they cannot perform and drop out, so how can they be helped in that area.

Interviewer: And what is it about education that contributes to well-being?

Respondent: The materials be provided to them, maybe when they grow to our level they would have no problems, they will care for themselves.

These quotes highlight the lack of basic needs and high levels of insecurity that refugees in Rhino refugee settlement face including poverty, lack of material support, dependence on external support organizations, and climatic hazards including droughts that affect individuals’ abilities to grow crops.

Discussion

Our study describes the cultural and linguistic validation and adaptation of the official Juba Arabic version of the OxCAP-MH [19] which was developed following a systematic iterative process in a humanitarian setting in Uganda. The Juba Arabic translation and adaptation was carried out together with a group of sixteen South Sudanese men living within Rhino refugee settlement. It is the first translation and adaptation of the OxCAP-MH for use in a humanitarian setting.

The current study methodology was rigorous and followed the principles of good practice for translation of patient-reported outcome measures developed by the International Society for Pharmacoeconomics and Outcomes Research’s (ISPOR) standards [28]. In the Juba Arabic version, wording changes were suggested for 63% of the items during the pilot testing and validation workshops. Most of the requested changes were grammatical in nature and pertained to different ways of expressing similar words in Juba Arabic, reflecting variations between, for instance, rural and urban linguistic forms. Six questions were well understood by the participants: Q7 (future assault), Q9a (influencing local decisions), Q9b (freedom of expression), Q9c (appreciating nature), Q9d (respecting others), and Q9e (enjoying support from others). This finding contrasts with the results of the translation and adaptation of the OxCAP-MH into Luganda in a distinct setting in Uganda [24]. During the translation into Luganda, the authors observed that significant cultural differences emerged for Q9b (freedom of expression), Q9c (appreciating nature), Q9g (imagination) and Q9h (access). The authors observed that these four questions introduced concepts that do not have cultural equivalents in Uganda. While the present study was also conducted in Uganda, the participants were South Sudanese, and thus, this discrepancy in findings related to concepts might stem from cultural distinctions among the different cultural groups involved. Conversely, in our study, participants encountered difficulties in comprehending the translated terms for ‘daily activities’ in Q1 and ‘worry’ in Q3. They highlighted that the provided translations for these terms were outdated, potentially indicating some geographical variances in the Juba Arabic used by the participants themselves and the initial translators of the tools. This discrepancy underscores the significance of conducting a comprehensive methodological process for translation and validation for assessment instruments to consider cultural and linguistic nuances. It has previously been reported that modifications tailored to local contexts and target populations are more likely to accurately evaluate the specific constructs of interest while upholding cultural sensitivity, unlike universal measures lacking cultural adaptation [30,31,32].

The ranking of the sixteen capability domains, from most important to least important, revealed significant differences between the two focus groups. Within Group 1 (respondents aged > 30), the capability domain regarded as the least important was ‘I do not experience discrimination’, whereas in Group 2 (respondents aged < 30), not being subjected to assault (including sexual and domestic assault) was identified as the least important capability. Additional investigation is needed to fully understand why these domains were considered least important. One possible reason could be that the study focused more on men’s perspectives, which might have led to some participants feeling uncomfortable or worried about discussing their fears of assault openly in a group setting. Earlier research has highlighted high rates of sexual violence affecting both female and male South Sudanese refugees in northern Uganda. One cross-sectional survey found that 30.4% of men reported having experienced sexual violence themselves or witnessed it against other men [33]. More recently, a study involving 447 male refugees residing in a Ugandan settlement reported that 13.4% had encountered sexual violence in the past year alone [34]. While the domain related to assault covers various forms of assaults, societal expectations and norms around masculinity might discourage men from openly discussing concerns about assault, particularly in a group setting. This potential reluctance could stem from the domain’s explicit inclusion and specification of sexual and domestic assault, however further research is needed to determine this.

With regard to the capability domains ranked as most important, the importance of the domain ‘I find it easy to enjoy the love, care and support of my family and/or friends’ has been replicated in other studies, whereby social support is identified as a key predictor of well-being and quality of life for conflict affected populations [35], including in Uganda [36]. The ranking of ‘I am able to appreciate and value plants, animals and the world of nature’ as most important capability domain in group 2 could be linked to the importance of farming within Rhino refugee settlement, given that it is one of the limited ways individuals can work and/or grow their own food. In 2019, the UNHCR interviewed 125 households and reported that 74% reported using their shelter plot for land cultivation to have more food, whilst of those 82% said this was insufficient to provide food for the household in the most recent harvest [37]. More recently, the Refugee Livelihoods and Resilience Sector Strategy for Uganda reported that agriculture employs 73% of refugees in Uganda [38]. In a recent qualitative exploration of psychological basic needs and wellbeing amongst refugees in Rhino settlement, participants reported that food and farming insecurity is highly linked to the basic psychological need for autonomy [39]. Respondents reported having limited access to food sources [39], which is also reflected in our study by the suggestion to add access to food as a central capability domain. Although food is typically categorised as a physical basic need, the challenge in the current context is the limited agency individuals have with regards to accessing and/or cultivating food in the context of high costs to rent plot, and climate change. As a result, access to food is almost entirely dependent on food aid, thereby severely limiting individuals’ choices and agency in terms of food acquisition.

The research methodology employed revealed several challenges inherent to conducting research within a resource-poor setting. Firstly, there was a very low level of literacy amongst participants in the focus group (only 19% were literate). These statistics mirror the reality within Rhino refugee settlement. An interagency livelihoods assessment conducted in 2017 by the UNHCR and World Vision reported that among the 785 surveyed refugees, merely 44% had achieved primary education, 25% had reached secondary education, and 25% remained either illiterate or semi-literate [40]. Moreover, participants who were literate expressed difficulties in comprehending how to complete the assessment tool due to a lack of familiarity with self-reported outcome measures. The current study underscored that the format of the OxCAP-MH, in line with most self-reported outcome measures, is tailored to a population with at least basic literacy skills, and some experience of filling in self-report measures. Although research staff can help administer the OxCAP-MH, this approach demands substantial labour and financial resources, and additionally carries potential biases [41,42,43]. Consequently, consideration needs to be given to how self-report measures might be made more inclusive, with the aim of mitigating quality-related risks and preventing the perpetuation of mental health disparities particularly in humanitarian settings.

Beyond these challenges, some further limitations need to be considered. During the translation and adaptation process, local researchers and research participants carried out the work, rather than using an official translation company (i.e., trained translators). While this approach carries inherent risks, it also presented an opportunity to tailor the tool to the real-world context of men residing in the Rhino refugee settlement. Secondly, we did not involve any South Sudanese women in the research process. Consequently, the finalized tool requires further piloting with South Sudanese women to validate its applicability within this demographic. Moreover, all the men who took part in the piloting and workshops were individuals previously engaged in the formative research of the CHANGE project. Consequently, they had recently undergone a brief psychological intervention aimed at improving their mental health wellbeing. While this circumstance is unlikely to impact the translation of the OxCAP-MH tool, it might have influenced the valuation exercise of capability domains.

Conclusions

In this study we developed the official Juba Arabic version of the OxCAP-MH measure. This measure is both culturally and linguistically appropriate for use with South Sudanese refugee men living in Uganda and is feasible for the measurement of capability based mental health outcomes. In the pilot and validation exercise, participants confirmed that the questions on the OxCAP-MH represent relevant aspects of their quality of life and wellbeing in the refugee settlement. However, it was also noted that due to low levels of literacy participants found it difficult to understand the self-reporting format of the measure. These concerns invite consideration for future research to consider how measures such as the OxCAP-MH can be made more accessible to individuals with low literacy rates in resource poor settings. Furthermore, the ranking of the sixteen capability domains, from most important to least important, revealed significant differences between the two focus groups and more research is required to disentangle these differences. The developed Juba Arabic version of the OxCAP-MH can be used as an alternative or in addition to other health related quality of life outcomes for economic evaluation of psychological interventions.

Data availability

Participants of this study did not agree for their data to be shared publicly, therefore supporting data is not available.

Abbreviations

DALY:

Disability-adjusted life years

EQ-5D-5L:

EuroQoL 5 dimension and 5 level measure

LSHTM:

London School of Hygiene and Tropical Medicine

MHPSS:

Mental health and psychosocial support

OxCAP-MH:

Oxford Capabilities Mental Health measure

PM+:

Problem Management Plus

QALY:

Quality-adjusted life year

TLV:

Translation and Linguistic Validation

References

  1. UNHCR (2018) Forced displacement at record 68.5 million. UNHCR. https://www.unhcr.org/news/stories/forced-displacement-record-685-million

  2. Carlsson J, Sonne C (2018) Mental health, pre-migratory trauma and post-migratory stressors among adult refugees. https://link.springer.com/chapter/10.1007/978-3-319-97046-2_2

  3. Mellor R, Werner A, Moussa B, Mohsin M, Jayasuriya R, Tay AK (2021) Prevalence, predictors and associations of complex post-traumatic stress disorder with common mental disorders in refugees and forcibly displaced populations: a systematic review. Eur J Psychotraumatol 12(1):1863579. https://doi.org/10.1080/20008198.2020.1863579

    Article  PubMed  PubMed Central  Google Scholar 

  4. Tol WA, Ager A, Bizouerne C, Bryant R, El Chammay R, Colebunders R, García-Moreno C, Hamdani SU, James LE, Jansen SC (2020) Improving mental health and psychosocial wellbeing in humanitarian settings: reflections on research funded through R2HC. Conflict Health 14(1):1–12

    Article  Google Scholar 

  5. Weissbecker I, Hanna F, El Shazly M, Gao J, Ventevogel P (2019) Integrative mental health and psychosocial support interventions for refugees in humanitarian crisis settings. In: An uncertain safety: integrative health care for the 21st century refugees, pp 117–153

    Chapter  Google Scholar 

  6. WHO (2020) WHO methods and data sources for global burden of disease estimates 2000-2019. https://cdn.who.int/media/docs/default-source/gho-documents/global-health-estimates/ghe2019_daly-methods.pdf?sfvrsn=31b25009_7

  7. Francis J, Byford S (2011) SCIE’s approach to economic evaluation in social care. Social Care Institute for Excellence, London

    Google Scholar 

  8. Greco G, Lorgelly P, Yamabhai I (2016) Outcomes in economic evaluations of public health interventions in low- and middle-income countries: health, capabilities and subjective wellbeing. Health Econ 25(S1):83–94. https://doi.org/10.1002/hec.3302

    Article  PubMed  PubMed Central  Google Scholar 

  9. Weatherly H, Drummond M, Claxton K, Cookson R, Ferguson B, Godfrey C, Rice N, Sculpher M, Sowden A (2009) Methods for assessing the cost-effectiveness of public health interventions: key challenges and recommendations. Health Policy 93(2–3):85–92

    Article  PubMed  Google Scholar 

  10. EuroQoL (1990) EuroQol—a new facility for the measurement of health-related quality of life. Health Policy 16(3):199–208. https://doi.org/10.1016/0168-8510(90)90421-9

  11. Brazier J (2010) Is the EQ–5D fit for purpose in mental health? Br J Psychiatry 197(5):348–349. https://doi.org/10.1192/bjp.bp.110.082453

    Article  PubMed  Google Scholar 

  12. Davis JC, Liu-Ambrose T, Richardson CG, Bryan S (2013) A comparison of the ICECAP-O with EQ-5D in a falls prevention clinical setting: are they complements or substitutes? Qual Life Res 22(5):969–977. https://doi.org/10.1007/s11136-012-0225-4

    Article  PubMed  Google Scholar 

  13. Mukdarut B, Chiumento A, Dickson K, Felix L (2017) The impact of mental health and psychosocial support interventions on people affected by humanitarian emergencies: a systematic review. Oxfam. https://doi.org/10.21201/2017.8937

  14. Tol WA, Stavrou V, Greene MC, Mergenthaler C, van Ommeren M, García Moreno C (2013) Sexual and gender-based violence in areas of armed conflict: a systematic review of mental health and psychosocial support interventions. Conflict Health 7(1):16. https://doi.org/10.1186/1752-1505-7-16

    Article  PubMed  PubMed Central  Google Scholar 

  15. Coast J, Smith R, Lorgelly P (2008) Should the capability approach be applied in health economics? Health Econ 17(6):667–670

    Article  PubMed  Google Scholar 

  16. Sen A (1980) Equality of what?

  17. Smith R, Lorgelly P, Al-Janabi H, Venkatapuram S, Coast J (2012) The capability approach: an alternative evaluation paradigm for health economics? In: The Elgar companion to health economics, 2nd edn. Edward Elgar Publishing

    Google Scholar 

  18. Helter TM, Coast J, Laszewska A, Stamm T, Simon J (2020) Capability instruments in economic evaluations of health-related interventions: a comparative review of the literature. Qual Life Res 29:1433–1464

    Article  PubMed  Google Scholar 

  19. Simon J, Anand P, Gray A, Rugkåsa J, Yeeles K, Burns T (2013) Operationalising the capability approach for outcome measurement in mental health research. https://www.sciencedirect.com/science/article/abs/pii/S02779536130052

  20. Vergunst F, Jenkinson C, Burns T, Anand P, Gray A, Rugkåsa J, Simon J (2017) Psychometric validation of a multi-dimensional capability instrument for outcome measurement in mental health research (OxCAP-MH). Health Qual Life Outcomes 15(1):250. https://doi.org/10.1186/s12955-017-0825-3

    Article  PubMed  PubMed Central  Google Scholar 

  21. Nussbaum M (2003) Capabilities as fundamental entitlements: sen and social justiceV. Feminist Econ 9(2/3):33–59

    Article  Google Scholar 

  22. Helter TM, Kovacs I, Kanka A, Varga O, Kalman J, Simon J (2021) Internal and external aspects of freedom of choice in mental health: cultural and linguistic adaptation of the Hungarian version of the Oxford CAPabilities questionnaire—Mental Health (OxCAP-MH). BMC Psychol 9:1–14

    Article  Google Scholar 

  23. Laszewska A, Schwab M, Leutner E, Oberrauter M, Spiel G, Simon J (2019) Measuring broader wellbeing in mental health services: validity of the German language OxCAP-MH capability instrument. Qual Life Res 28:2311–2323

    Article  PubMed  PubMed Central  Google Scholar 

  24. Katumba KR, Laurence YV, Tenywa P, Ssebunnya J, Laszewska A, Simon J, Vassall A, Kinyanda E, Greco G (2021) Cultural and linguistic adaptation of the multi-dimensional OXCAP-MH for outcome measurement of mental health among people living with HIV/AIDS in Uganda: the Luganda version. J Patient-Rep Outcomes 5(1):1–9

    Article  Google Scholar 

  25. Simon J, Łaszewska A, Leutner E, Spiel G, Churchman D, Mayer S (2018) Cultural and linguistic transferability of the multi-dimensional OxCAP-MH capability instrument for outcome measurement in mental health: the German language version. BMC Psychiatry 18(1):173. https://doi.org/10.1186/s12888-018-1762-3

    Article  PubMed  PubMed Central  Google Scholar 

  26. UNHCR (2024) South Sudan situation. Retrieved from https://data.unhcr.org/en/situations/southsudan/location/1925

  27. Fuhr DC, Bogdanov S, Tol WA, Nadkarni A, Roberts B (2021) Problem management plus and alcohol (PM+A): a new intervention to address alcohol misuse and psychological distress among conflict-affected populations. Intervention 19(1):141. https://doi.org/10.4103/INTV.INTV_27_20

    Article  Google Scholar 

  28. Wild D, Grove A, Martin M, Eremenco S, McElroy S, Verjee-Lorenz A, Erikson P (2005) Principles of good practice for the translation and cultural adaptation process for patient-reported outcomes (PRO) measures: report of the ISPOR task force for translation and cultural adaptation. Value Health 8(2):94–104

    Article  PubMed  Google Scholar 

  29. Helter TM, Kaltenboeck A, Baumgartner J, Mayrhofer F, Heinze G, Sönnichsen A, Wancata J, Simon J (2022) Does the relative importance of the OxCAP-MH’s capability items differ according to mental ill-health experience? Health Qual Life Outcomes 20(1):99

    Article  PubMed  PubMed Central  Google Scholar 

  30. Jayawickreme E, Jayawickreme N, Goonasekera MA (2012) Using focus group methodology to adapt measurement scales and explore questions of wellbeing and mental health: the case of Sri Lanka. Intervention 10(2):156–167

  31. Kumar M, Ongeri L, Mathai M, Mbwayo A (2015) Translation of EPDS questionnaire into Kiswahili: understanding the cross-cultural and translation issues in mental health research. J Pregnancy Child Health 2(1)

  32. Rasmussen A, Verkuilen J, Ho E, Fan Y (2015) Posttraumatic stress disorder among refugees: measurement invariance of Harvard Trauma Questionnaire scores across global regions and response patterns. Psychol Assessm 27(4):1160

  33. Nagai M, Karunakara U, Rowley E, Burnham G (2008) Violence against refugees, non-refugees and host populations in southern Sudan and northern Uganda. Global Public Health 3(3):249–270. https://doi.org/10.1080/17441690701768904

    Article  Google Scholar 

  34. Wirtz A, Pham K, Glass N, Dolan C, Ongwech O, Rubenstein L, Vu A (2014) Sexual violence, HIV risk and prevention among male refugees in Ugandan settlements. Poster presented at the 20th international aids conference, Melbourne Australia http://Pag.Aids2014.Org/Abstracts.Aspx.

  35. van der Boor CF, Amos R, Nevitt S, Dowrick C, White RG (2020) Systematic review of factors associated with quality of life of asylum seekers and refugees in high-income countries. Conflict Health 14(1):48. https://doi.org/10.1186/s13031-020-00292-y

    Article  PubMed  PubMed Central  Google Scholar 

  36. Seruwagi G, Nakidde C, Lugada E, Ssematiko M, Ddamulira DP, Masaba A, Luswata B, Ochen EA, Okot B, Muhangi D, Lawoko S (2022) Psychological distress and social support among conflict refugees in urban, semi-rural and rural settlements in Uganda: burden and associations. Conflict Health 16(1):25. https://doi.org/10.1186/s13031-022-00451-3

    Article  PubMed  PubMed Central  Google Scholar 

  37. UNHCR (2019) Refugee access to livelihoods and housing, land, and property

  38. Livelihood Resilience Sector Working Group. (2022) Refugee livelihoods and resilience sector strategy (2022-2025). https://www.google.com/url?sa=t%26rct=j%26q=%26esrc=s%26source=web%26cd=%26ved=2ahUKEwi0noKvgfCAAxXRWEEAHd2TCvwQFnoECBkQAQ%26url=https%3A%2F%2Fdata2.unhcr.org%2Fes%2Fdocuments%2Fdownload%2F100838%26usg=AOvVaw1VZajmA-30LxDQ_-EML1jD%26opi=89978449

  39. Kalyegira J (2022) Basic psychological needs satisfaction and psychological well-being of refugees in Africa. Discov Psychol 2(1):40. https://doi.org/10.1007/s44202-022-00052-4

    Article  Google Scholar 

  40. UNHCR & World Vision (2017) Inter-agency livelihood assessment targeting refugees and host communities in IMVEPI and rhino camp settlements. https://www.wvi.org/sites/default/files/Livelihood%20report-lowres.pdf

  41. Jahagirdar D, Kroll T, Ritchie K, Wyke S (2012) Using patient reported outcome measures in health services: a qualitative study on including people with low literacy skills and learning disabilities. BMC Health Serv Res 12(1):431. https://doi.org/10.1186/1472-6963-12-431

    Article  PubMed  PubMed Central  Google Scholar 

  42. Long C, Beres LK, Wu AW, Giladi AM (2021) Developing a protocol for adapting multimedia patient-reported outcomes measures for low literacy patients. PLoS One 16(6):e0252684

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  43. Yost KJ, Webster K, Baker DW, Jacobs EA, Anderson A, Hahn EA (2010) Acceptability of the talking touchscreen for health literacy assessment. J Health Commun 15(S2):80–92

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

We express our gratitude to the participants who took part in this research study. This work was funded by the National Institute for Health Research (NIHR) (using the UK’s Official Development Assistance (ODA) Funding) and Wellcome (grant reference number 219468/Z/19/Z) under the NIHR-Wellcome Partnership for Global Health Research and we express our gratitude to these funders.

Funding

This study has been funded by the NIHR–Wellcome Partnership for Global Health Research (Ref: HSRP496). The views expressed are those of the authors and not necessarily those of Wellcome, the NIHR or the Department of Health and Social Care.

Author information

Authors and Affiliations

Authors

Contributions

CF was involved in the conception, study design, and led the analysis, interpretation of findings and write up. TB is the local project coordinator who was one of the focus group moderator, helped with data analysis, interpretation and write up. KI was focus group facilitator who helped with data analysis and provided written feedback. JS is the main developer of the OxCAP-MH, gave input on study design and provided written feedback. BR was involved in the conception, design and write up. DF is the principal investigator and was involved in the conception and design. GG led the conception, study design and research activity.

Corresponding author

Correspondence to C.F. van der Boor.

Ethics declarations

Ethics approval and consent to participate

Ethical approval was provided by LSHTM ethics committee (ref: 26560) and by the Mildmay Uganda Research Council (ref 0801-2022). All participants provided written consent to participate.

Consent for publication

All participants provided written consent to their anonymous data being published in a scientific journal.

Competing interests

The authors declare that they have no competing interests.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

van der Boor, C., Taban, D., Ismail, K. et al. Measuring refugees’ capabilities: translation, adaptation, and valuation of the OxCAP-MH into Juba Arabic for use among South Sudanese male refugees in Uganda. J Patient Rep Outcomes 8, 40 (2024). https://doi.org/10.1186/s41687-024-00720-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s41687-024-00720-0

Keywords