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Géant CB, Gustave MN, Schmitz S. Mapping small inland wetlands in the South-Kivu province by integrating optical and SAR data with statistical models for accurate distribution assessment. Sci Rep 2023; 13:17626. [PMID: 37848488 PMCID: PMC10582158 DOI: 10.1038/s41598-023-43292-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Accepted: 09/21/2023] [Indexed: 10/19/2023] Open
Abstract
There are several techniques for mapping wetlands. In this study, we examined four statistical models to assess the potential distribution of wetlands in the South-Kivu province by combining optical and SAR images. The approach involved integrating topographic, hydrological, and vegetation indices into the four most used classifiers, namely Artificial Neural Network (ANN), Random Forest (RF), Boosted Regression Tree (BRT), and Maximum Entropy (MaxEnt). A wetland distribution map was generated and classified into 'wetland' and 'non-wetland.' The results showed variations in predictions among the different models. RF exhibited the most accurate predictions, achieving an overall classification accuracy of 95.67% and AUC and TSS values of 82.4%. Integrating SAR data improved accuracy and precision, particularly for mapping small inland wetlands. Our estimations indicate that wetlands cover approximately 13.5% (898,690 ha) of the entire province. BRT estimated wetland areas to be ~ 16% (1,106,080 ha), while ANN estimated ~ 14% (967,820 ha), MaxEnt ~ 15% (1,036,950 ha), and RF approximately ~ 10% (691,300 ha). The distribution of these areas varied across different territories, with higher values observed in Mwenga, Shabunda, and Fizi. Many of these areas are permanently flooded, while others experience seasonal inundation. Through digitization, the delineation process revealed variations in wetland areas, ranging from tens to thousands of hectares. The geographical distribution of wetlands generated in this study will serve as an essential reference for future investigations and pave the way for further research on characterizing and categorizing these areas.
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Affiliation(s)
- Chuma B Géant
- Faculty of Agriculture and Environmental Sciences, Université Evangélique en Afrique (UEA), P.O Box: 3323, Bukavu, Democratic Republic of the Congo.
- Department of Geography, University of Liège, UR SPHERES-Laplec, Bât. B11, Quartier Village 4, Clos Mercator 3, Liège, Belgium.
| | - Mushagalusa N Gustave
- Faculty of Agriculture and Environmental Sciences, Université Evangélique en Afrique (UEA), P.O Box: 3323, Bukavu, Democratic Republic of the Congo
| | - Serge Schmitz
- Department of Geography, University of Liège, UR SPHERES-Laplec, Bât. B11, Quartier Village 4, Clos Mercator 3, Liège, Belgium
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Fadare O, Zanello G, Srinivasan C. Stressor or succour? Examining the association between conflict, livestock assets, and farmers' mental health in Nigeria. ECONOMICS AND HUMAN BIOLOGY 2023; 49:101234. [PMID: 36848719 DOI: 10.1016/j.ehb.2023.101234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 02/11/2023] [Accepted: 02/12/2023] [Indexed: 05/08/2023]
Abstract
Farmers are disproportionately vulnerable to violent attacks in the conflict situation in Nigeria, with potential traumatising effects due to the destruction of agricultural livelihoods. In this study, we conceptualise the links between conflict exposure, livestock assets, and depression, using a cross-sectional nationally representative survey of 3021 Nigerian farmers to quantify the relationships. We highlight three main findings. First, conflict exposure is significantly associated with farmers exhibiting depressive symptoms. Second, holding higher herds of livestock, more cattle, and more sheep and goats while exposed to conflict is associated with higher risk of depression. Third, keeping more poultry is negatively associated with depressive symptoms. Finally, this study accentuates the significance of psychosocial support for farmers in conflict situations. The relationships between different livestock species and farmers' mental health may interest further research in strengthening the evidence.
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Affiliation(s)
- Olusegun Fadare
- School of Agriculture, Policy and Development, University of Reading, Whiteknights, Reading RG6 6EU, UK.
| | - Giacomo Zanello
- School of Agriculture, Policy and Development, University of Reading, Whiteknights, Reading RG6 6EU, UK.
| | - Chittur Srinivasan
- School of Agriculture, Policy and Development, University of Reading, Whiteknights, Reading RG6 6EU, UK.
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Mutwedu VB, Bacigale SB, Mugumaarhahama Y, Muhimuzi FL, Munganga B, Ayagirwe RB, Nguezet PMD, Manyawu G. Smallholder farmers’ perception and challenges toward the use of crop residues and agro-industrial byproducts in livestock feeding systems in Eastern DR Congo. SCIENTIFIC AFRICAN 2022. [DOI: 10.1016/j.sciaf.2022.e01239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
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Klapwijk CJ, Schut M, van Asten PJA, Vanlauwe B, Giller KE, Descheemaeker K. Micro-livestock in smallholder farming systems: the role, challenges and opportunities for cavies in South Kivu, eastern DR Congo. Trop Anim Health Prod 2019; 52:1167-1177. [PMID: 31758384 PMCID: PMC7190603 DOI: 10.1007/s11250-019-02112-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Accepted: 10/03/2019] [Indexed: 11/24/2022]
Abstract
Livestock play multiple roles for smallholder farmers in sub-Saharan Africa. Mixed crop-livestock systems are common in South Kivu, eastern DR Congo, but herd sizes are small and numbers of large livestock (i.e. cattle) have declined, due to high population density, recent conflicts and extreme poverty. Over half of the farmers keep cavies, a type of micro-livestock fitting the circumstances of smallholders and a valuable asset especially for the poorest households. To characterize cavy husbandry practices, detailed monthly on-farm data on cavy numbers, weights, herd dynamics and feeding practices were collected over 15 months and from households in two contrasting sites in South Kivu. Cavy herds contained on average 10 animals and strongly varied in size over time and between households. The main reasons for keeping cavies were meat consumption, especially for children, and the opportunity to generate petty cash. A large difference was observed in adult cavy live weights between the sites (an average of 0.6 and 1.0 kg per animal in Kabamba and Lurhala, respectively) and attributed to differences in cavy husbandry and genetics. In both sites, quantities of fresh fodder on offer were larger than fodder demand by 50–100%, but no correlation was found between amount of fodder on offer and cavy weight. Farmers faced several constraints to cavy production, including substantial declines in cavy herd size due to predation or theft and a lack of knowledge regarding breeding and feeding. Hence, the introduction of cages to limit mortality and fodder cultivation to improve feed quality were opportunities for improving cavy production. Overall, micro-livestock present a promising entry-point for development initiatives, also outside DR Congo, because of their potential to decrease poverty and improve human nutrition.
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Affiliation(s)
- Charlotte J Klapwijk
- International Institute of Tropical Agriculture (IITA, Bukavu, Democratic Republic of Congo.,Plant Production Systems Group, Wageningen University & Research (WUR), P.O. Box 430, 6700, AK, Wageningen, The Netherlands
| | - Marc Schut
- International Institute of Tropical Agriculture (IITA), Kigali, Rwanda.,Knowledge, Technology and Innovation Group, Wageningen University & Research (WUR), P.O. Box 8130, 6700, EW, Wageningen, The Netherlands
| | - Piet J A van Asten
- International Institute of Tropical Agriculture (IITA), Kampala, Uganda.,Olam International Ltd., Kampala, Uganda
| | - Bernard Vanlauwe
- International Institute of Tropical Agriculture (IITA), Nairobi, Kenya
| | - Ken E Giller
- Plant Production Systems Group, Wageningen University & Research (WUR), P.O. Box 430, 6700, AK, Wageningen, The Netherlands
| | - Katrien Descheemaeker
- Plant Production Systems Group, Wageningen University & Research (WUR), P.O. Box 430, 6700, AK, Wageningen, The Netherlands.
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André E, Rusumba O, Evans CA, Ngongo P, Sanduku P, Elvis MM, Celestin HN, Alain IR, Musafiri EM, Kabuayi JP, le Polain de Waroux O, Aït-Khaled N, Delmée M, Zech F. Patient-led active tuberculosis case-finding in the Democratic Republic of the Congo. Bull World Health Organ 2018; 96:522-530. [PMID: 30104792 PMCID: PMC6083386 DOI: 10.2471/blt.17.203968] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2017] [Revised: 03/23/2018] [Accepted: 04/18/2018] [Indexed: 11/27/2022] Open
Abstract
OBJECTIVE To investigate the effect of using volunteer screeners in active tuberculosis case-finding in South Kivu, the Democratic Republic of the Congo, especially among groups at high risk of tuberculosis infection. METHODS To identify and screen high-risk groups in remote communities, we trained volunteer screeners, mainly those who had themselves received treatment for tuberculosis or had a family history of the disease. A non-profit organization was created and screeners received training on the disease and its transmission at 3-day workshops. Screeners recorded the number of people screened, reporting a prolonged cough and who attended a clinic for testing, as well as test results. Data were evaluated every quarter during the 3-year period of the intervention (2014-2016). FINDINGS Acceptability of the intervention was high. Volunteers screened 650 434 individuals in their communities, 73 418 of whom reported a prolonged cough; 50 368 subsequently attended a clinic for tuberculosis testing. Tuberculosis was diagnosed in 1 in 151 people screened, costing 0.29 United States dollars (US$) per person screened and US$ 44 per person diagnosed. Although members of high-risk groups with poorer access to health care represented only 5.1% (33 002/650 434) of those screened, they contributed 19.7% (845/4300) of tuberculosis diagnoses (1 diagnosis per 39 screened). The intervention resulted in an additional 4300 sputum-smear-positive pulmonary tuberculosis diagnoses, 42% (4 300/10 247) of the provincial total for that period. CONCLUSION Patient-led active tuberculosis case-finding represents a valuable complement to traditional case-finding, and should be used to assist health systems in the elimination of tuberculosis.
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Affiliation(s)
- Emmanuel André
- Department of Microbiology and Immunology, KU Leuven, Herestraat 49, Box 1030, 3000 Leuven, Belgium
| | - Olivier Rusumba
- Ambassadeurs de Lutte Contre la Tuberculose, Bukavu, Democratic Republic of Congo
| | - Carlton A Evans
- Section of Infectious Diseases and Immunity, Imperial College London, London, England
| | - Philippe Ngongo
- Coordination Provinciale Lèpre et Tuberculose du Sud-Kivu, Bukavu, Democratic Republic of Congo
| | - Pasteur Sanduku
- Coordination Provinciale Lèpre et Tuberculose du Sud-Kivu, Bukavu, Democratic Republic of Congo
| | | | | | - Ishara Rusumba Alain
- Ambassadeurs de Lutte Contre la Tuberculose, Bukavu, Democratic Republic of Congo
| | - Eric Mulume Musafiri
- Coordination Provinciale Lèpre et Tuberculose du Sud-Kivu, Bukavu, Democratic Republic of Congo
| | - Jean-Pierre Kabuayi
- Challenge TB, United States Agency for International Development, United States of America
| | - Olivier le Polain de Waroux
- Department of Infectious Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, England
| | - Nadia Aït-Khaled
- International Union against Tuberculosis and Lung Disease, Paris, France
| | - Michel Delmée
- Institut de Recherche Expérimentale et Clinique, Université Catholique de Louvain, Brussels, Belgium
| | - Francis Zech
- Institut de Recherche Expérimentale et Clinique, Université Catholique de Louvain, Brussels, Belgium
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Kohli A, Perrin NA, Remy MM, Alfred MB, Arsene KB, Nadine MB, Heri BJ, Clovis MM, Glass N. Adult and adolescent livestock productive asset transfer programmes to improve mental health, economic stability and family and community relationships in rural South Kivu Province, Democratic Republic of Congo: a protocol of a randomised controlled trial. BMJ Open 2017; 7:e013612. [PMID: 28292764 PMCID: PMC5353270 DOI: 10.1136/bmjopen-2016-013612] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION People living in poverty have limited access to traditional financial institutions. Microfinance programmes are designed to meet this gap and show promise in improving income, economic productivity and health. Our Congolese-US community academic research partnership developed two livestock productive asset transfer programmes, Pigs for Peace (PFP) and Rabbits for Resilience (RFR), to address the interlinked health, social and economic well-being of individuals, their families and communities. The community-based randomised controlled trials examine the effectiveness of PFP and RFR to improve health, economic stability, and family and community relationships among male and female adults and adolescents living in 10 rural, postconflict villages of eastern Democratic Republic of Congo. METHODS AND ANALYSIS PFP participants include adult permanent residents of rural villages; adolescent participants in RFR include male and female adolescents 10-15 years old living in the selected rural villages. Participants were randomised to intervention or delayed control group. Participants in PFP completed baseline interview prior to intervention and follow-up interview at 6, 12 and 18 months postintervention. In RFR, participants completed baseline interview prior to intervention and follow-up interview at 6, 12 and 18 months postbaseline. The primary outcome of both trials, the change in baseline mental health distress at 18 months in the intervention group (adults, adolescents) compared to control group, is used to calculate sample size. ETHICS AND DISSEMINATION The Johns Hopkins Medical Institute Internal Review Board approved this protocol. A committee of respected Congolese educators and community members (due to lack of local ethics review board) approved the study. The findings will provide important information on the potential for community-led sustainable development initiatives to build on traditional livelihood (livestock raising, agriculture) to have a sustained health, economic and social impact on the individual, family and community. TRIAL REGISTRATION NUMBER NCT02008708, NCT02008695.
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Affiliation(s)
- Anjalee Kohli
- Johns Hopkins University School of Nursing, Baltimore, Maryland, USA
| | | | - Mitima Mpanano Remy
- Programme d'Appui aux Initiatives Economiques (PAIDEK), Bukavu, Democratic Republic of Congo
| | | | | | | | | | | | - Nancy Glass
- Johns Hopkins University School of Nursing, Baltimore, Maryland, USA
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Glass N, Perrin NA, Kohli A, Campbell J, Remy MM. Randomised controlled trial of a livestock productive asset transfer programme to improve economic and health outcomes and reduce intimate partner violence in a postconflict setting. BMJ Glob Health 2017; 2:e000165. [PMID: 28589002 PMCID: PMC5418906 DOI: 10.1136/bmjgh-2016-000165] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2016] [Revised: 01/28/2017] [Accepted: 02/01/2017] [Indexed: 11/17/2022] Open
Abstract
Background Diverse economic empowerment programmes (eg, microcredit, village-led savings and loan, cash and productive asset transfers) for the poor have demonstrated mixed results as vehicles for improved economic stability, health and women's empowerment. However, limited rigorous evaluations exist on the impact of financial and non-financial outcomes of these programmes, especially in conflict-affected areas. Methods The team evaluated the effectiveness of an innovative livestock productive asset transfer intervention—Pigs for Peace (PFP)—on economic, health and women's empowerment outcomes with participants in households in 10 villages in Eastern Democratic Republic of Congo. Residual change analysis was used to examine the amount of change from baseline to 18 months between the intervention and delayed control groups, controlling for baseline scores. Findings The majority of the 833 household participants were women (84%), 25 years of age or older, married, had on average 3 children and had never attended school. At 18 months postbaseline, the number of participants in the PFP households having outstanding credit/loans was 24.7% lower than households in the control group (p=0.028), and they had an 8.2% greater improvement in subjective health (p=0.026), a 57.1% greater reduction in symptoms of anxiety (p=0.020) and a 5.7% greater improvement in symptoms of post-traumatic stress disorder (p<−0.001). At 18 months postbaseline, partnered women and men reported a reduction in experience and perpetration of all forms of intimate partner violence, although not statistically significant between groups. Interpretation The findings support scalability of a livestock productive asset transfer programme in rural and conflict-affected settings where residents have extremely limited access to financial institutions or credit programmes, health or social services and where social norms that sustain gender inequality are strong. Trial registration number NCT02008708.
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Affiliation(s)
- Nancy Glass
- Johns Hopkins University School of Nursing, Baltimore, Maryland, USA
| | - Nancy A Perrin
- Johns Hopkins University School of Nursing, Baltimore, Maryland, USA.,Center for Health Research, Kaiser Permanente Northwest, Portland, Oregon, USA
| | - Anjalee Kohli
- Johns Hopkins University School of Nursing, Baltimore, Maryland, USA
| | | | - Mitima Mpanano Remy
- Programme d'Appui aux Initiatives Economiques (PAIDEK), Bukavu, Democratic Republic of Congo
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Livestock/animal assets buffer the impact of conflict-related traumatic events on mental health symptoms for rural women. PLoS One 2014; 9:e111708. [PMID: 25419743 PMCID: PMC4242503 DOI: 10.1371/journal.pone.0111708] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2014] [Accepted: 09/24/2014] [Indexed: 11/21/2022] Open
Abstract
Background In the context of multiple adversities, women are demonstrating resilience in rebuilding their futures, through participation in microfinance programs. In addition to the economic benefits of microfinance, there is evidence to suggest that it is an effective vehicle for improving health. Methods The parent study is a community-based trial to evaluate the effectiveness of a livestock microfinance intervention, Pigs for Peace (PFP), on health and economic outcomes with households in 10 villages in eastern Democratic Republic of Congo. The analysis for this manuscript includes only baseline data from female participants enrolled in the ongoing parent study. Multiple regression analysis was used to examine if livestock/animal asset value moderates the relationship between conflict-related traumatic events and current mental health symptoms. Findings The majority of women are 25 years or older, married, have on average 4 children in the home and have never attended school. Nearly 50% of women report having at least one livestock/animal asset at baseline. Over the past 10 years, women report on average more than 4 (M = 4.31, SD 3·64) traumatic events (range 0–18). Women reported symptoms consistent with PTSD with a mean score of ·2.30 (SD = 0·66range 0–4) and depression with a mean score of 1.86 (SD = 0·49, range 0–3.47). The livestock/animal asset value by conflict-related traumatic events interaction was significant for both the PTSD (p = 0·021) and depression (p = 0·002) symptom models. Interpretation The study provides evidence of the moderating affect of livestock/animal assets on mental health symptoms for women who have experienced conflict. The findings supports evidence about the importance of livestock/animal assets to economics in rural households but expands on previous research by demonstrating the psychosocial effects of these assets on women's health. Trial Registration clinicaltrials.gov NCT02008708
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Maass BL, Musale DK, Chiuri WL, Gassner A, Peters M. Challenges and opportunities for smallholder livestock production in post-conflict South Kivu, eastern DR Congo. Trop Anim Health Prod 2012; 44:1221-32. [PMID: 22286398 PMCID: PMC3382655 DOI: 10.1007/s11250-011-0061-5] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/21/2011] [Indexed: 11/30/2022]
Abstract
A survey on smallholder livestock production with emphasis on monogastric animals was conducted in 20 villages of seven so-called ‘groupements’ of South Kivu province in DR Congo, situated along a north to south-west axis with the town of Bukavu in the center. This land adjacent to Lake Kivu is located at elevations ranging around 900–1900 m asl, experiencing tropical highland climate. A diagnostic survey helped to rapidly obtain in-depth knowledge of constraints and opportunities in this environment. Correspondence analysis and multiple regression analysis were used to investigate the association of production constraints with particular livestock species and to understand the factors that govern the number of livestock that people owned (converted to tropical livestock units [TLU]), respectively. Responses of 112 informants demonstrated that livestock is an integral part of the region’s mixed farming systems. Low livestock numbers per household at present reflect the poverty as a consequence of recent violent conflicts. Currently, farmers focus on small livestock, like poultry, swine, cavies (i.e., Guinea pigs) and rabbits. Families keep livestock to accumulate household reserves that are strongly invested in children’s education. Major issues of animal husbandry were related to animal diseases and lack of feed resources, particularly in the dry season. Lack of feed or forages were unrelated to a particular livestock species. Livestock holdings depended on animal diversity, location, land size available and respondents’ education level. The potential introduction of improved forages is challenged by their dry-season tolerance, compatibility with cropping on small farms; and people’s readiness to cultivate forages.
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Affiliation(s)
- Brigitte L Maass
- Tropical Forages Program, CIAT, PO Box 823-00621, Nairobi, Kenya.
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