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Modelling strategic interventions in a population with a total fertility rate of 8.3: a cross-sectional study of Idjwi Island, DRC
© Thomson et al.; licensee BioMed Central Ltd. 2012
Received: 10 March 2012
Accepted: 29 October 2012
Published: 8 November 2012
Idjwi, an island of approximately 220,000 people, is located in eastern DRC and functions semi-autonomously under the governance of two kings (mwamis). At more than 8 live births per woman, Idjwi has one of the highest total fertility rates (TFRs) in the world. Rapid population growth has led to widespread environmental degradation and food insecurity. Meanwhile family planning services are largely unavailable.
At the invitation of local leaders, we conducted a representative survey of 2,078 households in accordance with MEASURE DHS protocols, and performed ethnographic interviews and focus groups with key informants and vulnerable subpopulations. Modelling proximate determinates of fertility, we evaluated how the introduction of contraceptives and/or extended periods of breastfeeding could reduce the TFR.
Over half of all women reported an unmet need for spacing or limiting births, and nearly 70% named a specific modern method of contraception they would prefer to use; pills (25.4%) and injectables (26.5%) were most desired. We predicted that an increased length of breastfeeding (from 10 to 21 months) or an increase in contraceptive prevalence (from 1% to 30%), or a combination of both could reduce TFR on Idjwi to 6, the average desired number of children. Increasing contraceptive prevalence to 15% could reduce unmet need for contraception by 8%.
To meet women’s need and desire for fertility control, we recommend adding family planning services at health centers with NGO support, pursuing a community health worker program, promoting extended breastfeeding, and implementing programs to end sexual- and gender-based violence toward women.
In 2010, at the invitation of Idjwi’s leaders, a multi-disciplinary team from Harvard’s public health, medical, policy, and design schools performed a health needs assessment to guide improvements to Idjwi’s health infrastructure, and attract attention and resources to the island’s increasingly dire health situation. To provide community leaders, government officials, and aid organizations with actionable information, this health assessment included a population-based household survey, key informant interviews, focus groups with vulnerable subpopulations, and the creation of the first cartographic map of the island. To the best of our knowledge, the household survey was the first of its kind on Idjwi, both in terms of the breadth of health topics covered and its representativeness of communities across the island.
This comprehensive assessment identified several urgent health problems; among the most urgent was lack of family planning services. Not only are sexual and reproductive health services core to the provision of public health , a lack of family planning services is intimately related to several other identified health concerns including sexual- and gender-based violence against women , poor child health , and household food insecurity from population pressure .
Health, population and fertility
Few sources of information about Idjwi health conditions were available before this assessment. Published studies identified extremely high fertility rates  and endemic goiter prevalence  in the 1970s, low HIV seroprevalence in the 1980s , and low healthcare utilization in the 1990s . Missionary groups described worse health outcomes among the island’s minority Batwa (Pygmy) population compared to the general population , and international advocacy groups reported high maternal mortality, poor infant and child health, malnutrition, high rates of infectious diseases, and poor health infrastructure [10, 11]. A national Demographic and Health Survey (DHS) conducted in the DRC in 2007 did not include Idjwi .
Barriers to health and family planning
Women’s reproductive health and empowerment experiences, Idjwi, DRC, 2010
Weighted mean or percent
Desired number of children (mean)
Age of first intercourse (mean)
Age started living with husband/partner (mean)
Months exclusively breastfed last child (mean)
Births attended by skilled health personnel (%)
Attended at least one antenatal care visit (%)
Ever used any modern contraceptive (%)
Of modern contraceptive users: Male condom
Of modern contraceptive users: Pill
Of modern contraceptive users: Injections
Of modern contraceptive users: Other
Ever used withdrawal method (%)
Ever used calendar method (%)
Unmet need for contraception (%)
Unmet need for limiting births
Unmet need for spacing births
Women in polygynous marriage (%)
Self-reported literacy (%)
Health worker spoke to respondent about family planning in the last year (%)
Respondent’s health care decisions are made by ___ (%)
Herself and husband/partner
Respondent believes it is “common” or “very common” for a woman in her community to be…
Beaten by her husband/partner
Verbally threatened by her husband/partner
Forced by her husband/partner to have sex
Forced by someone other than her husband/partner to have sex
Respondent believes a husband is justified to beat wife if…
She goes out without telling him
She neglects the children
She argues with him
She refuses to have sex with him
She burns the food
Sociopolitical factors also limit access to family planning. In focus groups, women argued that poverty, limited education, geographic isolation, patrilineal inheritance, normalization of violence, lack of formal justice systems, and absence of women in government all buttress social conservatism and suppress women’s reproductive rights. In other similar settings, women’s disempowerment in terms of limited decision making power within intimate relationships [17, 18], violence against women , and low education  limited access to reproductive health services, and promoted high fertility. Furthermore, half of the island’s population is devout Catholic, and local priests maintain that condoms, injections, and other “unnatural” forms of contraception are forbidden.
Evidence of high fertility and high mortality on Idjwi indicates that this population has not yet entered a fertility transition. Fertility transitions are generally proceeded by a reduction in child mortality [21, 22], and are accompanied by improvements to health and economic conditions including women’s increased access to education and economic opportunities . Access to contraception, especially among young women, is critical for woman to be able to control fertility and leverage educational and economic opportunities . In the case of Idjwi, access to contraception is not only a geographic and economic challenge, but also a social one; effective family planning programs put women solely in charge of their own fertility decisions which may have previously been influenced by husbands and extended family . In societies where women have limited control over their own fertility, practicing extended periods of breastfeeding can help to lower fertility levels . Where violence against women is widespread, programs that educate men about reproductive health, and engage men in conversations about gender equity have made headway in promoting women’s reproductive health and empowerment .
In this context of poverty, high fertility, and social marginalization, we investigated women’s needs and desires for family planning, and modeled scenarios to meet these needs based on proximate determinants of fertility. We discuss results and make evidence-based, actionable recommendations drawing on the literature as well as key informant interviews and focus-groups conducted in Idjwi communities.
Household survey data
Eligible households were defined as having one female resident between the age of 18 and 50. A number of households were headed by a woman under the age of 18 and could not be interviewed per the internal review board (IRB) requirements of our study. If the household had more than one eligible woman, the interviewer used a simplified KISH table  to select one woman at random. If the selected woman was not present or unable to complete the interview, the interviewer followed up with the woman at an agreed upon time. The timing of the survey during Idjwi’s dry season meant that women were more likely to be at home rather than working in the fields. No respondents refused to participate.
The household survey was modeled on the Standard MEASURE DHS Women’s and Household Questionnaires [29, 30] with additional items incorporated from the WHO World Health Survey Household and Individual Questionnaires , the Women’s Health Study of Accra Questionnaire [unpublished], and the Harvard School of Dental Medicine Global Oral Health Survey [unpublished]. The resulting Idjwi demographic and health survey was approved by the Harvard School of Public Health Office of Human Research Administration and by Idjwi officials.
Following MEASURE DHS guidelines , we trained 41 local female interviewers age 17 to 27, and seven local male and female survey team leaders. The survey was administered verbally in Ki’Havu, the only language that is spoken by all people on Idjwi. Questions were translated from English to Ki’Havu and then back translated by two independent groups of English teachers. The Ki’Havu version was tested on Idjwi, and modified for clarity to reflect the range of local responses. For potentially distressing topics such as domestic violence and rape, we asked respondents about general problems in their community rather than their personal experiences. We collected complete birth histories from each respondent, along with prenatal and postnatal care information, household characteristics, individual socioeconomic characteristics, and reproductive health practices and beliefs. Throughout the survey process, we met with leaders (the island’s two mwamis, the archbishop of South Kivu, and village chiefs) and citizens to explain the purpose of the survey and address questions and concerns.
c = number of selected coordinates in LandScan cell
C = total potential coordinates
i = number of households interviewed in LandScan cell
P = total estimated population in LandScan cell
h = average household size in LandScan cell
w = number of women in household
Key informant data
In June through August of 2010, 2011 and 2012, we performed interviews and focus groups with key informants and members of vulnerable subpopulations to understand the socio-political context, potential drivers of poor health outcomes, and perspectives about how to improve health. Key informant interviews were iterative and relied on snowball sampling to identify local leaders in government, agriculture, trade, education, health care, religion, civics, women’s rights, justice, and security. Focus groups also used snowball sampling to identify 20 groups of 8–12 individuals from vulnerable groups across the island, including women, Batwa (pygmies), and communities far from health services. Interviews and focus groups were conducted in Ki’Havu by a member of the research team assisted by a translator from Idjwi. Sessions focused on determinants and solutions to problems identified by participants. All participants were over age 18, and gave free and informed consent.
Primary outcomes: preference and need for family planning
Secondary outcomes: proximate determinants of fertility
Sexual activity index (Cx) is the percent of women who report being sexually active or have had vaginal intercourse in the last month.
Infecundity index (Cf) is derived from the number of sexually active women who are fecund, which includes women who have had a pregnancy in the last five years, are not pregnant, and are not experiencing post-partum lactational amenorrhea (f).
Postpartum infecundability index (Ci), is based on i, the number of months a woman reported lactational amenorrhea after her last pregnancy. In our survey, we did not ask about lactational amenorrhea, and instead of total months of breastfeeding, we asked about exclusive breastfeeding. As lactational amenorrhea is closely linked with the period of exclusive breastfeeding, we used exclusive breastfeeding as a proxy for the length of postpartum infecundability.
Current contraceptive prevalence index (Cu) is the percent of women currently using modern or traditional contraception, and the average effectiveness of those methods. In the Idjwi survey, we asked women if they had ever used modern or traditional methods of contraception. Because contraception is essentially unavailable, we did not ask about current use. Less than 7% of women reported ever using any form of modern contraception (Table 1), and even fewer reported ever using withdrawal (2.5%) or the calendar method (3.7%). For modeling of proximate determinants, we used a generous estimate of 1% current contraception prevalence (u), and an average effectiveness rate (e) of 95% suggested by Stover .
Induced abortion (Ca) is the fifth proximate determinate in Stover’s model, though it is difficult to measure in household surveys because women tend to under-report induced abortion due to strong social stigma and laws prohibiting the practice . Abortion is illegal in DRC except to save the life of the woman, and is not offered at any health facilities on Idjwi. Many demographers believe that induced abortion is rare to non-existent in high-fertility, resource-poor settings . Previous research  and our qualitative work found that abortion, although rare and strongly disregarded, is practiced on Idjwi, often with the assistance of traditional healers. Interviews with leadership of UFIN, Idjwi's premier women's rights organization, suggest that "at least 1%" of women have had unsafe abortions, and that most women know how to get an abortion. Assuming that women who have induced abortions have only one, the induced abortion index is 0.9988, which rounds to 1, and conforms to standard modeling assumptions that the abortion rate is essential zero.
Of the five proximate determinates, contraceptive prevalence and length of breastfeeding can be feasibly altered with family planning programs and policies. Using this model, we assess the effect of moderate increases in contraceptive use and longer periods of breastfeeding on TFR and women’s unmet need for family planning.
Household characteristics, Idjwi, DRC, 2010
Weighted mean or percent
Monthly Household Income in USD (mean)*
2nd Lowest Quintile
2nd Highest Quintile
Household Nutrition in last year (%)
Enough to eat, and kinds of food we want
Enough to eat, NOT kinds of food we want
Sometimes don’t have enough/anything to eat
Often don’t have enough/anything to eat
Reproductive health and empowerment
Given existing fertility trends on Idjwi, a woman who survives adulthood is expected to have 8 births throughout her lifetime (TFR=8.3). Table 1 summarizes women’s reproductive health outcomes and empowerment experiences. Contraceptive use is extremely low. Of women who have ever used a modern method (6.5%), most have used pills (50.6%) or injectables (40.3%). Only 14% of women reported that a health worker talked to them about family planning in the last year. Women reported exclusively breastfeeding for an average of 6.1 months, compared to just 1.7 months in the rest of South Kivu province . Using Bongaarts’ equation relating length of breastfeeding to post-partum infecundability , we estimated that Idjwi women breastfeed for a total of 10.4 months. Women’s reproductive lives start early. Sixteen percent of women reported having their first intercourse between ages 10 and 14, and the average age at first intercourse was 16.8 years. On average, women moved in with their first husband/partner and had their first child before age 18, which constitutes statutory rape under Congolese law. Thirty percent of women reported having sex before moving in with their husband/partner. Fifteen percent of women were in polygynous marriages.
We also asked women about their understanding of violence in the community. Forty percent reported it was common or very common for a woman to be forced by her husband/partner to have sex, and 36% reported it was common or very common for a woman to be forced into sex by someone other than her husband/partner. In interviews, leaders of Idjwi’s premier women’s organization, UFIN, estimated that 70% of married women have been physically beaten by their husbands. They added that “many women are beaten to the point where they needed medical attention,” sometimes so badly that they “risk miscarrying their fetus”. Violence against women appears to be a community norm. The majority of survey respondents believed a husband is justified to beat his wife if she goes out without telling him (80.4%), neglects the children (76.0%), argues with him (68.3%), refuses to have sex with him (69.6%), or burns the food (57.8%). These figures are comparable, and in some cases worse than, mainland DRC .
Preference for contraception
Preferred method of contraception
Don’t want to use
Unmet need for contraception
Reasons women with unmet need do not use contraception
Costs too much
Knows no source
Knows no method
Health concern/fear side effect
Interferes with body’s processes
No sex/infrequent sex
Lack of access/too far
Inconvenient to use
Proximate determinants of fertility
Figure 5 presents different scenarios for reducing TFR on Idjwi by extending average length of breastfeeding and contraceptive prevalence. For example, the desired TFR of 6 could be achieved by extending average length of breastfeeding from 10 to 21 months, increasing contraceptive prevalence to 30%, or some combination of both (e.g., extending average length of breastfeeding to 15 months and providing contraception to 20% of the Island’s sexually active fecund women). Figure 4 suggests that a modest increase in contraceptive prevalence to 15% could reduce unmet need for family planning by 8% (from 54.8% to 46.6%).
Our results derive from what we understand to be the first representative household survey of health on Idjwi Island, DRC. We found very high fertility and extremely limited access to modern contraceptives. More than half the women on Idjwi had an unmet need for contraception, and over two thirds had an expressed desire to use contraceptives. The vast majority of women were uninformed about the advantages of having smaller families, unfamiliar with options to control fertility, and socially disempowered to make decisions about their own reproductive health. Using a proximate determinates model of fertility, we predicted that modest increases in contraceptive prevalence and extended periods of breastfeeding could meet women’s demand for family planning by reducing the TFR to 6 or fewer children per woman, while also curbing population growth and preventing further pressure on the environment.
From a public health perspective, there is a strong imperative to translate findings to practical solutions . Here, we discuss several ways to meet women’s individual needs for family planning to achieve personal fertility preferences, and reduce the fertility rate at a population level. We use perspectives from key informant interviews and focus groups on Idjwi, as well as the scientific literature, to formulate specific recommendations in the areas of women’s empowerment and improved health services.
Perspectives from Idjwi
In interviews, local leaders across sectors express that high fertility is a consequence of poverty and gender roles. Most households wish to send their sons and daughters to school, but cannot afford to send everyone. Households often choose to send sons to school because sons traditionally stay with the family to protect and provide for relatives, while daughters are married off to other families. As a result, girls receive less education than boys, have fewer career prospects, and marry early into a life of disempowerment and high fertility. To local leaders, empowering women and reducing fertility requires lifting households out of poverty so that all children can attend school. The critical ways to reduce household poverty on Idjwi, according to local leaders, is to afford residents greater access to credit, create cash crop cooperatives that sell to global markets, and provide education and supplies to help farmers increase their crop yield. Ultimately, this is a long-term path toward sustained income growth, higher education enrollment, women’s empowerment, and decreased fertility.
Local officials agree on several short-term solutions for empowering women and decreasing unmet need for family planning. First, many informants advocated for skills-training programs for uneducated, married women (e.g., nursing, cooking, tailoring, and typing). Programs would provide women with a source of income, granting them greater control in their relationships and health care decisions. Second, in the absence of Congolese support, local leaders advocate for aid organizations to provide universal free access to contraceptives and education around family planning. To decrease unmet need on Idjwi, they argue that women and men need the opportunity to learn about the use and safety of contraceptives, and have the freedom to choose a contraceptive method regardless of income.
Perspectives from the scientific literature
Evidence from countries that have transitioned from high to low fertility suggest that reductions in child mortality are often a prerequisite for lowering fertility preferences , although this is not a necessary condition (e.g., France observed sustained reductions in fertility prior to mortality declines) . We do not report child mortality statistics here because we have evidence of under-reporting of child deaths in our survey. Assuming that under-five mortality on Idjwi is at least as high as the rest of South Kivu province at 186 deaths per 1000 live births , the literature suggests that improving child survival is key to reducing the TFR.
Education, particularly of young women, empowers them to meet their desired fertility levels [41, 42], and in the long term, will likely influence them to desire smaller families . Women who can control their own fertility are positioned to make decisions about their own education, work, and health care, and can develop social roles outside of raising children. Education for women also has a positive impact on their children’s health. Women who have at least a secondary education generally wait longer to have their first pregnancy and space their births, resulting in healthier children . Education of women is also associated with lower rates of domestic violence and greater female empowerment .
Based on our results and perspectives from the literature and the field, we recommend interventions that empower women with education; increase geographic, economic, and social access to family planning for women and men; promote extended periods of breastfeeding; and reduce child mortality. We call upon implementers of family planning programs and policies to be cognisant of Idjwi’s social and economic inequalities, and to attempt equity and fairness in the provision of family planning services by reaching out specifically to poor women and Batwa women. We also suggest that men are engaged with reproductive health information and services.
A suite of programs are needed to empower women to obtain education and economic opportunities, and to minimize social inequalities and violence against women. We recommend (1) providing legal support to women to seek justice against perpetrators of sexual violence; (2) promoting discussions and practice of gender equality in community institutions such as churches and schools; (3) creating safe spaces for men to investigate masculinity and to practice respectful behaviors toward women; and (4) integrating gender justice programs into classrooms and afterschool activities .
Our results indicate that extending the average period of breastfeeding by just a few months can reduce total fertility on Idjwi. Breastfeeding education campaigns empower women who wish to control their birth spacing but who are unable to access, or prefer not to use, modern contraception, with the important additional benefit of improving child nutrition and survival . New and expecting mothers can be reached during antenatal care visits, via public campaigns, and at facility-based deliveries with information about the effects of extended breastfeeding on birth spacing and child health .
Family planning services require access to contraceptives and trained medical personnel. In interviews, local leaders affirmed they would welcome partner organizations to improve quality and quantity of health services. We recommend that organizations already working in eastern DRC approach Idjwi clinic administrators about providing contraceptives and training personnel.
In addition to making family planning services available, we recommend taking advantage of all interactions with female patients to inform them about contraception and breastfeeding. Our survey indicated that over 90% of women visited a health center or hospital on Idjwi during the last year (not shown)—and yet, large portions of women with an unmet need for contraception cited lack of knowledge about how contraceptives work, contraceptive options, and where to obtain contraceptives as reasons for not using contraception (Table 4).
Finally, we recommend the development of a community health worker program that offers basic family planning, and maternal and child health services based out of Idjwi’s health centers, ensuring that community health workers are compensated and supported with adequate resources to promote worker quality and retention . In other low-resource settings, paid community health workers play an integral role in educating the public about family planning, delivering contraceptives, and providing basic child health services such as life-saving oral rehydration therapy to children with diarrhea [47, 48]. Community health programs that involve men through group discussions and provision of health services show greater improvements in women’s reproductive health outcomes than programs that provide services to women alone .
Our sampling approach resulted in a representative sample of Idjwi. By following gold-standard practices for training local interviewers and conducting respectful, standardized interviews, we built trust in the communities we sampled and collected a rich dataset to inform Idjwi health policies and programming. We also conducted extensive ethnographic data collection to provide local context for the results, and included community perspectives in our recommendations.
The internal review board required that only “adults” be interviewed, and the legal age of adulthood in the DRC is 18. This restriction may create biases, since women on Idjwi marry, start households, and begin having children before the age of 18, and teen mothers in similar settings have greater reproductive health needs and poorer social, economic, and health outcomes than adults . Although the statistics presented here are bleak, reproductive health needs on Idjwi may be even greater once the outcomes of young women are included. Yet, our findings based on adults aged 18 and above, and the recommendations put forth, are likely to be equally valid for young adults. Additionally, this study did not interview men about their fertility preferences, or their sexual health attitudes, knowledge, and behaviour which is important for designing interventions that include men.
Our findings present a fresh look at critical population problems faced on Idjwi. With extremely high fertility and virtually no availability of contraceptives, there is much room for improvement in family planning services. By exposing Idjwi’s needs and challenges on the basis of solid evidence, we expect that more attention will be devoted to the empowerment of women to control their own fertility, and that organizations working in eastern DRC will extend their support to programs that improve Idjwi’s healthcare system, including family planning services, child survival, and women's empowerment. This study provides a framework for quantifying demand for family planning and using a proximate determinates model of fertility to evaluate the potential effects of various family planning intervention scenarios in a low-resourced environment.
We thank our colleagues who helped conduct this interdisciplinary health assessment of Idjwi, DRC in 2010: Sunkyo Im, Thomas McHale, Jacques Sebisaho, Marika Shioiri-Clark, Daniel Sullivan, Shu-Chuan Tseng, Allan Hill, Joshua Salomon, and Batrhelemy Aksanti. We also thank the Harvard Humanitarian Initiative, Harvard Global Health Institute, and the Harvard School of Public Health Department of Global Health and Population for financial support of this project. We are grateful to Sidney Atwood who helped us calculate total fertility rate. And most importantly, we thank the people of Idjwi for their invitation to assess health conditions in their communities, and for entrusting us with their personal stories and health information.
- Glasier A, Gülmezoglu AM, Schmid GP, Moreno CG, Van Look PF: Sexual and reproductive health: a matter of life and death. Lancet. 2006, 368: 1595-1607. 10.1016/S0140-6736(06)69478-6.View ArticlePubMedGoogle Scholar
- Moore M: Reproductive health and intimate partner violence. Fam Plann Perspect. 1999, 31: 302-306. 10.2307/2991541.View ArticlePubMedGoogle Scholar
- Jensen E, Westley SB: Do family planning programs enhance children’s health?. Asia Pac Pop Policy. 1996, 38: 1-4.PubMedGoogle Scholar
- Cleland J, Bernstein S, Ezeh A, Faundes A, Glasier A, Innis J: Family planning: the unfinished agenda. Lancet. 2006, 368: 1810-1827. 10.1016/S0140-6736(06)69480-4.View ArticlePubMedGoogle Scholar
- Caraël M, Stanbury JB: Promotion of birth spacing in Idjwi Island, Zaire. Stud Family Plann. 1983, 14: 134-142. 10.2307/1965837.View ArticleGoogle Scholar
- Thilly C, Delange F, Vis HL, Ermans AM: Endemic goiter and cretinism on Idjwi Island: public health problems. Brux Med. 1971, 51: 693-699.PubMedGoogle Scholar
- Courtois X, Baccard-Longere M, Dibi K: Detection of HIV antibodies in a rural region of a developing country. Bull Soc Pathol Exot. 1991, 84: 128-132.PubMedGoogle Scholar
- Courtois X, Dumoulin J: Sale of drugs and health care utilization in a health care district in Zaire. Health Policy Plan. 1995, 10: 181-186. 10.1093/heapol/10.2.181.View ArticlePubMedGoogle Scholar
- Bideri C, Hergum HP: The pygmies of the great lakes. http://www.kirkensnodhjelp.no/Documents/Kirkens%20N%C3%B8dhjelp/Publikasjoner/Temahefter/The%20pygmies%20of%20the%20great%20lakes.pdf,
- Two rehabilitated hospitals to open on Idjwi. http://www.3tamis.org/templates/DOSSIERS%203TAMIS/SANTE/Idjwi/100216%20Idjwi%20rehabilitation%20hopitaux%20Kihumba%20Monvu.html,
- Amani global works. http://amaniglobalworks.org,
- Ministère du Plan et Macro International: Enquête Démographique et de Santé, République Démocratique du Congo 2007. 2008, CalvertonGoogle Scholar
- Zaire : IRIN Situation Report on Idjwi Island, South Kivu, 8/6/96. http://www.africa.upenn.edu/Hornet/irin_8696.html,
- Romaniuk A: Persistence of high fertility in tropical Africa: the case of the Democratic Republic of Congo. Popul Dev Rev. 2011, 37 (1): 1-28. 10.1111/j.1728-4457.2011.00388.x.View ArticlePubMedGoogle Scholar
- LandScan. 2001, http://www.ornl.gov/sci/gist/, global population database,
- Idjwi, South Kivu, Democratic Republic of the Congo. http://www.google.com/earth,
- Do M, Kurimoto N: Women’s empowerment and choice of contraceptive methods in select Africa countries. Int Perspect Sex Reprod Health. 2012, 38 (1): 23-33. 10.1363/3802312.View ArticlePubMedGoogle Scholar
- Gage AJ: Sexual activity and contraceptive use: the components of the decisionmaking process. Stud Fam Plann. 1998, 29 (2): 154-166. 10.2307/172156.View ArticlePubMedGoogle Scholar
- Hung KJ, Scott J, Ricciotti HA, Johnson TR, Tsai AC: Community-level and individual-level influences of intimate partner violence on birth spacing in Sub-Saharan Africa. Obstet Gynecol. 2012, 119 (5): 975-982. 10.1097/AOG.0b013e31824fc9a0.View ArticlePubMedGoogle Scholar
- Bongaarts J: The causes of educational differences in fertility in Sub-Saharan Africa. Vienna yearbook of population research 2010. Edited by: Lutz W. 2010, Vienna: Verlag der Österreichischen Akademie der Wissenschaften, 31-50.Google Scholar
- Omran AR: The epidemiologic transition: a theory of the epidemiology of population change. Milbank Mem Fund Q. 1971, 49 (4): 509-538. 10.2307/3349375.View ArticlePubMedGoogle Scholar
- Wyon JB, Gordon JE: The Khanna study: population problems in the rural Punjab. 1971, Cambridge: Harvard University PressView ArticleGoogle Scholar
- Canning D, Schutlz TP: The economic consequences of reproductive health and family planning. Lancet. 2012, 380: 165-171. 10.1016/S0140-6736(12)60827-7.View ArticlePubMedGoogle Scholar
- Bailey MJ: More power to the pill: the impact of contraceptive freedom on women’s life cycle labor supply. Q J Econ. 2006, 121 (1): 259-320.Google Scholar
- Ashraf N, Field E, Lee J: Household bargaining and excess fertility: an experimental study in Zambia. http://people.hbs.edu/nashraf/Excess_Fertility.pdf,
- Berg A, Brems S: A case for promoting breastfeeding in projects to limit fertility. 1989, Washington DC: The World BankGoogle Scholar
- Sternberg P, Hubley J: Evaluating men’s involvement as a strategy in sexual and reproductive health promotion. Health Promot Int. 2004, 19 (3): 389-396. 10.1093/heapro/dah312.View ArticlePubMedGoogle Scholar
- World Health Survey, 2002, C – Appendices (KISH Tables, Vignettes, Cards). 2002, http://www.who.int/healthinfo/survey/whslongversionappendices.pdf, , C – Appendices (KISH Tables, Vignettes, Cards),
- Demographic and health surveys model household questionnaire. http://www.measuredhs.com/pubs/pdf/DHSQ5/DHS5-Household-QRE-15-Oct-2008.pdf,
- Demographic and Health Surveys Model Women’s Questionnaire. http://www.measuredhs.com/pubs/pdf/DHSQ5/DHS5-Woman%27s-QRE-22-Aug-2008.pdf,
- World health survey instruments. http://www.who.int/healthinfo/survey/instruments/en/index.html,
- Macro International, Inc: Training guidelines for DHS surveys. 2000, CalvertonGoogle Scholar
- Rutstein SO, Rojas G: Guide to DHS statistics. 2006, Calverton: ORC MacroGoogle Scholar
- Davis K, Blake J: Social structure and fertility: an analytic framework. Econ Dev Cult Change. 1956, 4: 211-235. 10.1086/449714.View ArticleGoogle Scholar
- Stover J: Revising the proximate determinants of fertility framework: what have we learned in the past 20 years?. Stud Fam Plann. 1998, 29: 255-267. 10.2307/172272.View ArticlePubMedGoogle Scholar
- Bongaarts J: The fertility-inhibiting effects of the intermediate fertility variables. Stud Fam Plann. 1982, 13: 179-189. 10.2307/1965445.View ArticlePubMedGoogle Scholar
- Singh S, Wulf D, Hussain R, Bankole A, Sedgh G: Abortion worldwide: a decade of uneven progress. 2010, Washington DC: Guttmacher InstituteGoogle Scholar
- Bongaarts J: The proximate determinants of exceptionally high fertility. Popul Dev Rev. 1987, 13: 133-139. 10.2307/1972125.View ArticleGoogle Scholar
- Oldenburg BF, Sallis JF, French ML, Owen N: Health promotion research and the diffusion and institutionalization of interventions. Health Educ Res. 1999, 14: 121-30. 10.1093/her/14.1.121.View ArticlePubMedGoogle Scholar
- The Decline of Fertility in Europe: the Revised Proceedings of a Conference on the Princeton European Fertility Project. Edited by: Coale AJ, Watkins SC. 1986, Princeton: Princeton University PressGoogle Scholar
- Bongaarts J: Completing the fertility transition in the developing world: the role of educational differences and fertility preferences. Pop Stud-J Demog. 2003, 57: 321-336. 10.1080/0032472032000137835.View ArticleGoogle Scholar
- Schultz TP: Investments in women, economic development, and improvements in health, in low-income countries. Ann N Y Acad Sci. 1989, 569: 288-310. 10.1111/j.1749-6632.1989.tb27376.x.View ArticlePubMedGoogle Scholar
- Jewkes R: Intimate partner violence: causes and prevention. Lancet. 2002, 359 (9315): 1423-1429. 10.1016/S0140-6736(02)08357-5.View ArticlePubMedGoogle Scholar
- Gender and Justice. http://www.healafrica.org/gender-and-justice-p-14.html,
- Mangasaryan N, Marin L, Brown A, Ogunlade A, Rudert C, Cai X: Breastfeeding promotion, support and protection: review of six country programmes. Nutrients. 2012, 4: 990-1014. 10.3390/nu4080990.View ArticlePubMedPubMed CentralGoogle Scholar
- Willis-Shattuck M, Bidwell P, Thomas S, Wyness L, Blaauw D, Ditlopo P: Motivation and retention of health workers in developing countries: a systematic review. BMC Health Serv Res. 2008, 8: 247-10.1186/1472-6963-8-247.View ArticlePubMedPubMed CentralGoogle Scholar
- Perez F, Ba H, Dastagire SG, Altmann M: The role of community health workers in improving child health programmes in Mali. BMC Int Health Hum Rights. 2009, 9: 28-10.1186/1472-698X-9-28.View ArticlePubMedPubMed CentralGoogle Scholar
- Solo J, Jacobstein R, Malema D: Repositioning family planning – Malawi case study: Choice, not chance. 2005, New York: The ACQUIRE Project/EngenderHealthGoogle Scholar
- Sunmola AM, Dipeolu M, Babalola S, Adebayo OD: Reproductive knowledge, sexual behavior, and contraceptive use among adolescents in Niger State of Nigeria. Afr J Reprod Health. 2003, 7: 37-46. 10.2307/3583344.View ArticlePubMedGoogle Scholar
- The pre-publication history for this paper can be accessed here:http://www.biomedcentral.com/1471-2458/12/959/prepub
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