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Dey AK, Dehingia N, Bhan N, Thomas EE, McDougal L, Averbach S, McAuley J, Singh A, Raj A. Using machine learning to understand determinants of IUD use in India: Analyses of the National Family Health Surveys (NFHS-4). SSM Popul Health 2022; 19:101234. [PMID: 36203476 PMCID: PMC9529578 DOI: 10.1016/j.ssmph.2022.101234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Revised: 09/15/2022] [Accepted: 09/18/2022] [Indexed: 11/25/2022] Open
Abstract
Intra-uterine devices (IUDs) are a safe and effective method to delay or space pregnancies and are available for free or at low cost in the Indian public health system; yet, IUD uptake in India remains low. Limited quantitative research using national data has explored factors that may affect IUD use. Machine Learning (ML) techniques allow us to explore determinants of low prevalence behaviors in survey research, such as IUD use. We applied ML to explore the determinants of IUD use in India among married women in the 4th National Family Health Survey (NFHS-4; N = 499,627), which collects data on demographic and health indicators among women of childbearing age. We conducted ML logistic regression (lasso and ridge) and neural network approaches to assess significant determinants and used iterative thematic analysis (ITA) to offer insight into related variable constructs generated from a series of regularized models. We found that couples’ shared family planning (FP) goals were the strongest determinants of IUD use, followed by receipt of FP services and desire for no more children, higher wealth and education, and receipt of maternal and child health services. Findings highlight the importance of male engagement and family planning services for IUD uptake and the need for more targeted efforts to support awareness of IUD as an option for spacing, especially for those of lower SES and with lower access to care. Prevalence of IUD use has remained extremely low in India for the past two decade. This paper used machine learning models with iterative thematic analysis to explore potential predictors of IUD use among currently married women in India. The strongest predictor of IUD use was shared marital family planning goals between the male and female partners. Prior access to Family Planning services and couples' desire for no more children were also found to be predictive of IUD use in India. Findings also highlight the importance of male engagement and family planning services for IUD uptake.
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Weldekidan HA, Lemlem SB, Sinishaw Abebe W, Sori SA. Discontinuation rate of long-acting reversible contraceptives and associated factors among reproductive-age women in Butajira town, Central Ethiopia. WOMEN'S HEALTH 2022; 18:17455057221104656. [PMID: 35726769 PMCID: PMC9218452 DOI: 10.1177/17455057221104656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Background: Discontinuation of contraceptives without any change in fertility intention is often associated with unintended pregnancy which ends up with induced abortion and unplanned birth. Despite the Ethiopian government’s emphasis on the provision of long-acting contraceptive methods, little attention has been paid to the study of its discontinuation; particularly, no study has been reported in the study area. Thus, this study aimed to assess the discontinuation rate of long-acting reversible contraceptives and associated factors among reproductive-age women in Butajira town, Central Ethiopia, 2020. Methods: Community-based cross-sectional study was conducted from 1 April to 1 May 2020. A systematic random sampling method was used to select 227 women. Data were collected by a structured and pretested questionnaire. Epi-data (version 4.6.2) and Statistical Package for the Social Sciences (version 25) were used for data entry and analysis, respectively. A multivariable logistic regression model was used to predict the relation between dependent and independent variables. Finally, a significant statistical association was assured using an adjusted odds ratio at a 95% confidence interval and p value < 0.05. Results: This study revealed that the discontinuation rate of long-acting reversible contraceptives was 50 (22.5%; 95% confidence interval: 17.8–27.2). The main reason for discontinuation was facing side effects 26(52%); from these menstrual disruption 19 (73.1%) was the main reason. Time consumed to reach the health facility (adjusted odds ratio: 6.16, 95% confidence interval: 1.46–25.97), desire to have more children (adjusted odds ratio: 5.3, 95% confidence interval: 1.13–24.81), and counseled about the benefit of long-acting reversible contraceptives (adjusted odds ratio: 0.08, 95% confidence interval: 0.02–0.39) were predictors of discontinuation of long-acting reversible contraceptives. Conclusions and Recommendations: This study showed that the discontinuation rate was high when compared to Ethiopian Demographic Health Survey 2016. Routine pre-insertion counseling about the benefits and side effects of long-acting reversible contraceptives by healthcare providers is highly recommended. In addition, we recommend further trials using larger sample sizes on predictors of discontinuation of long-acting reversible contraceptives.
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Affiliation(s)
- Haregwa Asnake Weldekidan
- Department of Midwifery, College of Medicine and Health Sciences, Wolkite University, Wolkite, Ethiopia
- School of Nursing and Midwifery, College of Health Sciences, Addis Ababa University, Addis Ababa, Ethiopia
| | - Semarya Berhe Lemlem
- School of Nursing and Midwifery, College of Health Sciences, Addis Ababa University, Addis Ababa, Ethiopia
| | - Workinesh Sinishaw Abebe
- School of Nursing and Midwifery, College of Health Sciences, Addis Ababa University, Addis Ababa, Ethiopia
| | - Seboka Abebe Sori
- Department of Midwifery, College of Medicine and Health Sciences, Wolkite University, Wolkite, Ethiopia
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Singal S, Sikdar SK, Kaushik S, Singh P, Bhatt N, Samandari G, Pal M, Cagatay L, Arya A, O'Connell KA. Understanding factors associated with continuation of intrauterine device use in Gujarat and Rajasthan, India: a cross-sectional household study. Sex Reprod Health Matters 2021; 29:1-16. [PMID: 34148520 PMCID: PMC8218687 DOI: 10.1080/26410397.2021.1933815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
The Government of India has promoted the expansion of access to and uptake of intrauterine devices (IUDs), during both the interval (IIUD) and postpartum (PPIUD) periods, as part of its Family Planning 2020 initiative. This study, conducted by EngenderHealth as part of the Expanding Access to IUD Services in India project, examines IIUD and PPIUD continuation rates over time and investigates factors associated with IUD continuation. We recruited respondents (N = 5024) through a repeated cross-sectional household study between February and December 2019. We identified respondents using IUD client data from public health facility registers in 20 districts of Gujarat and Rajasthan. We compared continuation rates for IIUD and PPIUD adopters and used regression analyses to measure the association between continuation and demographic, quality of care, and counselling variables. IIUD continuation rates decreased from 85.6% to 78.3% and PPIUD rates decreased from 78.5% to 70.7% between month 3 and month 12. Clients experiencing side effects or other problems were 15 times more likely to discontinue IUD use than clients who did not. Clients who received IUD counselling prior to insertion were more likely to continue than those who did not. IUD continuation increased significantly in cases where both partners jointly selected the method compared to situations where women decided alone. Several sociodemographic factors were associated with continuation. Our study demonstrates the value and benefits of programmes offering IUD services emphasising quality counselling and client-centred care to increase access, uptake, and continuation.
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Affiliation(s)
- Sunita Singal
- Technical Director and Deputy Country Representative, EngenderHealth, New Delhi, India. Correspondence:
| | - S K Sikdar
- Additional Commissioner Family Planning, Ministry of Health and Family Welfare, New Delhi, India
| | - S Kaushik
- Asia Regional Advisor for Impact, Research, and Evaluation, EngenderHealth, New Delhi, India
| | - Pragati Singh
- Advisor, Policy and Program, Family Planning, Ministry of Health and Family Welfare, New Delhi, India
| | - Nidhi Bhatt
- Advisor Technical and Research, Family Planning, Ministry of Health and Family Welfare, New Delhi, India
| | - Ghazaleh Samandari
- Associate Professor, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Manoj Pal
- Quality Manager and Team Leader, EngenderHealth, New Delhi, India
| | - Levent Cagatay
- Regional Clinical Quality Advisor for Asia, EngenderHealth, İzmir, Turkey
| | - Anupama Arya
- Senior Clinical Training Specialist, EngenderHealth, New Delhi, India
| | - Kathryn A O'Connell
- Senior Director for Impact, Research, and Evaluation, EngenderHealth, Washington, DC, USA
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Wood SN, Karp C, Zimmerman L. Women's sexual experiences as a side effect of contraception in low- and middle-income countries: evidence from a systematic scoping review. Sex Reprod Health Matters 2021; 28:1763652. [PMID: 32530748 PMCID: PMC7888024 DOI: 10.1080/26410397.2020.1763652] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
Contraception is essential to preventing unintended pregnancy. While contraceptive use has increased significantly over the past decade, discontinuation and gaps in use remain common. Although women cite side effects as the reason for discontinuing or stopping methods, little is known about the specific ways in which contraception affects women's sexual experiences. This systematic scoping review aimed to understand how contraceptive-induced side effects relating to women's sexual experiences have been measured, classified, and explored in the literature, specifically in low- and middle-income countries (LMICs). Studies were eligible for inclusion if they were peer-reviewed, English-language articles published between 2003 and 2018 that examined women's sexual experiences related to their use of modern contraception, including sexual satisfaction, arousal, sexual dysfunction, discomfort, vaginal dryness, sexual frequency, and relationship or partner dynamics. Study populations were restricted to women of reproductive age in LMICs. Twenty-two studies were deemed eligible for inclusion, comprising a range of methods and geographies. Emergent sexual experience themes included: menstrual issues impacting sexual experience; libido; lubrication; sexual pleasure; dyspareunia; and female sexual function. Results highlight the variability in measures used, lack of a women-centred perspective, and void in research outside of high-income countries to study the influence of contraception on women's sexual experiences. Very few studies focused on women's sexual experiences as the primary outcome or predictor. Providers should adopt woman-centred contraceptive counselling that considers women's relationships. Further research is needed to disentangle the nuanced effects of contraception on women's sex lives, contraceptive decision-making, and method continuation.
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Affiliation(s)
- Shannon N Wood
- Assistant Scientist, Department of Population, Family & Reproductive Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Celia Karp
- Assistant Scientist, Department of Population, Family & Reproductive Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Linnea Zimmerman
- Assistant Professor, Department of Population, Family & Reproductive Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
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Informed choice in modern contraceptive method use: pattern and predictors among young women in India. J Biosoc Sci 2019; 52:846-859. [PMID: 31852550 DOI: 10.1017/s0021932019000828] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Research on informed choice in modern contraceptive method acceptance by young married women is pertinent in the broader context of individual freedom and reproductive rights, especially in countries where women continue to have limited control over their reproductive and contraceptive choices. This study in India asked: (1) is young married women's acceptance of specific modern contraceptive methods an informed choice? and (2) what are the enablers and barriers to informed choice? The study used data for currently married women aged 15-24 (N = 20,752) from the fourth round of the National Family Health Survey (NFHS-4) conducted in 2015-16. A Method Information Index (MII) was calculated as a measure of informed choice from the percentage of users who responded 'yes' to all three questions on: whether they were informed about methods other than the one they received, told about the method-specific side-effects, and advised what to do if they experienced side-effects. Binary logistic regression analysis was carried out to examine the adjusted effect of factors associated with the MII separately for female sterilization, the intrauterine device and the oral contraceptive pill, and a combined MII including all three methods plus injectables. One-fifth of the study women used any modern contraceptive method at the time of survey, of which only 36% had fully informed choice. The likelihood of being informed about the methods was significantly higher among those using the oral contraceptive pill (OR: 1.75, CI 1.58-1.94), IUD (OR: 2.23, CI 1.97-2.52) and injectables (OR: 1.37, CI 0.97-1.94) compared with those who were sterilized. Informed choice varied by region and the socioeconomic profile of the users. Inadequately informed choice violates the reproductive rights of young women and might result in higher post-use health problems, discontinuation of and unmet need for contraceptives, unintended pregnancies, induced abortions and regret, adversely affecting women's health. Training of health/family planning workers in India about the importance of reproductive rights is urgently required to enhance informed contraceptive choice and improve the health of young married women.
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Khatri B, Khadka A, Amatya A, Shrestha SM, Paudel R. Perception And Use Of Intrauterine Contraceptive Devices (IUCD) Among Married Women Of Reproductive Age In Bhaktapur, Nepal. Open Access J Contracept 2019; 10:69-77. [PMID: 31819678 PMCID: PMC6886550 DOI: 10.2147/oajc.s219188] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2019] [Accepted: 10/10/2019] [Indexed: 11/23/2022] Open
Abstract
Purpose The copper-T (TCu-380A), an intrauterine contraceptive device (IUCD), is widely available and is highly effective in terms of safety and effectiveness. Despite this fact, there is low utilization of IUCD in Nepal. This paper describes the perception and use of IUCD among married women of reproductive age attending an institutional clinic in Bhaktapur, Nepal. Methods An institution-based cross-sectional study was conducted among 273 married women attending the institutional clinic of Bhaktapur hospital who were interviewed by trained staff nurses using semi-structured questionnaires. Systematic random sampling method was applied to select the participants. Logistic regression analysis was used to determine the relationship between factors associated with utilization of IUCD. Results Just below half (48.7%) of the participants had heard about IUCD. Only 7.0% of the potential users were currently using IUCD, and all of them had discussed using it with their husbands. Among women aware of IUCD, nearly a quarter of them (23.8%) did not want to use it because of their husband's disapproval and their assumed fear of decreased sexual pleasure. There was a significant association between previous abortion and use of IUCD, where the women who had a history of abortion had increased odds of using the IUCD by 5.45-times compared to those who had not (p=0.01). The women who were counseled about IUCD by health workers were 2.83-times more likely to use an IUCD than those who were not. The women who had a good knowledge level about IUCD as a method of modern contraception had 2.85-times increased odds of using the IUCD compared to those who had poor or no knowledge about it. Conclusion The use of IUCD depends on the support of husbands, knowledge about its safety, efficacy, and counseling.
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Affiliation(s)
- Bijay Khatri
- Academic and Research Department, B.P. Eye Foundation, Kathmandu, Nepal
| | - Anjana Khadka
- Department of Health Services, Ministry of Health, Kathmandu, Nepal
| | - Archana Amatya
- Save the Children International, Nepal Country Office, Kathmandu, Nepal
| | - Sushan Man Shrestha
- Central Department of Public Health, Institute of Medicine, Tribhuvan University, Kathmandu, Nepal
| | - Rajan Paudel
- Central Department of Public Health, Institute of Medicine, Tribhuvan University, Kathmandu, Nepal
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Teunissen AM, Merry AHH, Devies IEC, Roumen FJME. Differences in continuation rates and early removal between contraceptive and therapeutic use of the levonorgestrel-releasing intrauterine system 52 mg. EUR J CONTRACEP REPR 2019; 24:449-456. [PMID: 31696740 DOI: 10.1080/13625187.2019.1682134] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
Objective: To investigate differences in continuation rates between contraceptive and therapeutic use of the levonorgestrel-releasing intrauterine system 52 mg (LNG-IUS) and factors associated with early removal.Methods: Study design: Retrospective consecutive cohort design.Cohort: Women with the insertion of the LNG-IUS for contraceptive or therapeutic use from 1 January 2006 through 1 January 2009 at the Zuyderland Medical Centre, The Netherlands, with a follow-up of 5 years. The continuation period and reasons of early removal were noted. Univariable and multivariable analysis were performed.Results: Follow-up was possible in 2481 women, 1855 (74.8%) in the contraception group, and 626 (25.2%) in the therapy group. Multivariable Cox proportional hazards models showed, that therapeutic use was associated with an increased risk of early removal of the LNG-IUS (HR 1.23; 95% CI 1.08-1.41), as was having one child (HR 1.20; 95% CI 1.04-1.38), and a decreased risk with advancing age (HR 0.96; 95% CI 0.95-0.97). In both groups, an unacceptable bleeding pattern and adverse events were the main reasons of early removal, resulting in very low continuation rates over the years.Conclusion: Therapeutic use, having one child and a younger age are independent risk factors of early removal of the LNG-IUS, in contrast with previous LNG-IUS use which is associated with a lower risk. In both the contraception group and the therapy group, the main reasons for LNG-IUS discontinuation are continuation with a new LNG-IUS, and no more need for an LNG-IUS (for contraception or therapy). An unacceptable bleeding pattern or adverse events are associated with the lowest continuation rates in both groups.
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Affiliation(s)
- Anna M Teunissen
- Department of Obstetrics and Gynecology, Zuyderland Medical Centre, Heerlen/Sittard-Geleen, The Netherlands
| | - Audrey H H Merry
- Zuyderland Medical Centre, Zuyderland Academy, Heerlen/Sittard-Geleen, The Netherlands
| | - Ingrid E C Devies
- Department of Obstetrics and Gynecology, Zuyderland Medical Centre, Heerlen/Sittard-Geleen, The Netherlands
| | - Frans J M E Roumen
- Department of Obstetrics and Gynecology, Zuyderland Medical Centre, Heerlen/Sittard-Geleen, The Netherlands
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Griffith G, Kumaraswami T, Chrysanthopoulou SA, Mattocks KM, Clark RE. Prescription contraception use and adherence by women with substance use disorders. Addiction 2017; 112:1638-1646. [PMID: 28387979 DOI: 10.1111/add.13840] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2016] [Revised: 12/12/2016] [Accepted: 04/03/2017] [Indexed: 11/27/2022]
Abstract
BACKGROUND AND AIMS Unintended pregnancy rates are high among women with substance use disorders (SUDs), which could be explained partly by lower use of and adherence to contraception. We aimed to test: (1) the association of SUD with prescription contraceptive use, contraceptive method selection and adherence; (2) whether practices participating in the Patient-Centered Medical Home Initiative (PCMHI) had better contraceptive use and adherence for patients with SUD; and (3) for differences in the association of SUD with adherence by type of contraceptive used. DESIGN Retrospective cohort analysis of claims and encounter data. SETTING Massachusetts, USA. PARTICIPANTS A total of 47 902 women aged 16-45 years enrolled in Medicaid or Commonwealth Care in Massachusetts between 2010 and 2014. MEASUREMENTS We examined three dependent variables: (1) use of a reversible prescription contraceptive during 2012; (2) the contraceptive methods used; and (3) the proportion of days covered by a prescription contraceptive in the year following the first prescription contraceptive claim. The primary predictor was diagnosed SUD, defined as at least one claim for an alcohol or drug use disorder. FINDINGS SUD was associated with lower rates of prescription contraceptive use during 2012 [19.2 versus 23.9%; adjusted odds ratio (aOR) = 0.79, P < 0.001]. SUD was associated with decreased selection of long-acting reversible contraception (LARC) compared with short-acting contraception (SARC) (42.8 versus 44.5%; aOR = 0.83, P = 0.011). There was no significant association between SUD and adherence (aOR = 0.84, P = 0.068). PCMHI enrollment did not alter the relationship between SUD and contraceptive use or adherence. Contraceptive method did not impact the relationship between SUD and adherence. CONCLUSION Women with substance use disorders are less likely to use prescription contraceptives, especially long-acting methods, but are not significantly less likely to adhere to them once prescribed than women without substance use disorders.
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Affiliation(s)
- Gillian Griffith
- Center for Health Policy and Research, University of Massachusetts Medical School, Worcester, MA, USA.,Commonwealth Medicine, University of Massachusetts Medical School, Shrewsbury, MA, USA
| | - Tara Kumaraswami
- Department of Obstetrics and Gynecology, University of Massachusetts Medical School, Worcester, MA, USA
| | | | - Kristin M Mattocks
- Department of Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA, USA.,VA Central Western Massachusetts, Leeds, MA, USA
| | - Robin E Clark
- Department of Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA, USA.,Department of Family Medicine and Community Health, University of Massachusetts Medical School, Worcester, MA, USA
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