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Mozumdar A, Das BM, Kundu Chowdhury T, Roy SK. Utilisation of public healthcare services by an indigenous group: a mixed-method study among Santals of West Bengal, India. J Biosoc Sci 2024; 56:518-541. [PMID: 38385266 DOI: 10.1017/s0021932024000051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/23/2024]
Abstract
A barrier to meeting the goal of universal health coverage in India is the inequality in utilisation of health services between indigenous and non-indigenous people. This study aimed to explore the determinants of utilisation, or non-utilisation, of public healthcare services among the Santals, an indigenous community living in West Bengal, India. The study holistically explored the utilisation of public healthcare facilities using a framework that conceptualised service coverage to be dependent on a set of determinants - viz. the nature and severity of the ailment, availability, accessibility (geographical and financial), and acceptability of the healthcare options and decision-making around these further depends on background characteristics of the individual or their family/household. This cross-sectional study adopts ethnographic approach for detailed insight into the issue and interviewed 422 adult members of Santals living in both rural (Bankura) and urban (Howrah) areas of West Bengal for demographic, socio-economic characteristics and healthcare utilisation behaviour using pre-tested data collection schedule. The findings revealed that utilisation of the public healthcare facilities was low, especially in urban areas. Residence in urban areas, being female, having higher education, engaging in salaried occupation and having availability of private allopathic and homoeopathic doctors in the locality had higher odds of not utilising public healthcare services. Issues like misbehaviour from the health personnel, unavailability of medicine, poor quality of care, and high patient load were reported as the major reasons for non-utilisation of public health services. The finding highlights the importance of improving the availability and quality of care of healthcare services for marginalised populations because these communities live in geographically isolated places and have low affordability of private healthcare. The health programme needs to address these issues to improve the utilisation and reduce the inequality in healthcare utilisation, which would be beneficial for all segments of Indian population.
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Affiliation(s)
| | - Bhubon Mohan Das
- Department of Anthropology, Haldia Government College, Purba Medinipur, West Bengal, India
| | | | - Subrata K Roy
- Biological Anthropology Unit, Indian Statistical Institute, Kolkata, India
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Hasan MS, Ghosal S. Gender differentials in the choice of in-patient healthcare services among the older adults in India: A cross-sectional study. Int J Health Plann Manage 2023; 38:1464-1482. [PMID: 37340537 DOI: 10.1002/hpm.3673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Revised: 05/14/2023] [Accepted: 06/06/2023] [Indexed: 06/22/2023] Open
Abstract
India is presently undergoing a rapid demographic transition and experiencing a gradual increase in an ageing population. As a result, the households were continuously exposed to catastrophic economic impacts, ultimately influencing the healthcare utilisation of older people. The study examined the gender differentials in the choice of in-patient private and public hospitalisation among Indian elderly using Andersen's Health Behaviour Model. The database was acquired from the nationally representative cross-sectional survey (NSSO, 2017-18). Bivariate chi-square and binomial logistic regression techniques were used to fulfill the objective. In addition, the poor-rich ratio and concentration index was used to understand the inherent socioeconomic inequalities in healthcare preferences. The findings suggest that aged men were 27 percent more prone to avail private healthcare facilities than aged women. Further, older adults, who are married, belong to the upper caste, have higher education and gone through surgery, and primarily reside in an affluent society were more likely to prefer private in-patient hospitalisation. It represents negligence of older women in access to better healthcare who had financial strain and economically dependent. The study can be used to reframe existing public health policies and programs, particularly focusing on the older women, to avail cost-effective treatment.
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Affiliation(s)
- Md Sayed Hasan
- Centre for Rural Development and Innovative Sustainable Technology, Indian Institute of Technology Kharagpur, Kharagpur, West Bengal, India
| | - Somnath Ghosal
- Centre for Rural Development and Innovative Sustainable Technology, Indian Institute of Technology Kharagpur, Kharagpur, West Bengal, India
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Akhtar A, Roy Chowdhury I. The socioeconomic inequity in healthcare utilization among individuals with cardiovascular diseases in India. HEALTH ECONOMICS 2023; 32:1000-1018. [PMID: 36755356 DOI: 10.1002/hec.4651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 11/26/2022] [Accepted: 11/29/2022] [Indexed: 06/18/2023]
Abstract
We assess the effects of socioeconomic inequity on healthcare utilization among individuals with cardiovascular diseases (CVDs) in India using the indirect standardization method with Erreygers' corrected concentration index. We analyze both horizontal and vertical inequities and linearly decompose the respective inequities to identify the major factors driving both kinds of inequities. Our findings show that actual healthcare utilization is highly concentrated among rich CVD individuals. After controlling for the confounding effects of health needs, horizontal inequity is found to be significantly pro-rich, and income and urban concentration are found to be the major factors driving this inequity. However, the direction and magnitude of vertical inequity vary, depending on the selection of the target group. When we use healthcare utilization of the richest 20 percent as the target, we find no significant vertical inequity among CVD individuals. However, when we take the richest 10 percent as the target, we observe a significant pro-rich differential effect of health needs on healthcare utilization between all individuals and the target group. Decomposition reveals an inappropriate differential effect of health needs and age in driving vertical inequity. Hence, the presence of vertical inequity may trigger further pro-rich socioeconomic inequity in healthcare utilization if not supported by any targeted healthcare coverage.
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Affiliation(s)
- Azharuddin Akhtar
- Centre for the Study of Regional Development, School of Social Science, Jawaharlal Nehru University, New Delhi, India
| | - Indrani Roy Chowdhury
- Centre for the Study of Regional Development, School of Social Science, Jawaharlal Nehru University, New Delhi, India
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Luu K, Brubacher LJ, Lau LL, Liu JA, Dodd W. Exploring the Role of Social Networks in Facilitating Health Service Access Among Low-Income Women in the Philippines: A Qualitative Study. Health Serv Insights 2022; 15:11786329211068916. [PMID: 35095277 PMCID: PMC8793367 DOI: 10.1177/11786329211068916] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Accepted: 12/06/2021] [Indexed: 11/18/2022] Open
Abstract
Despite efforts to implement universal health care coverage (UHC) in the Philippines, income poor households continue to face barriers to health care access and use. In light of recent UHC legislation, the aim of this study was to explore how gender and social networks shape health care access and use among women experiencing poverty in Negros Occidental, Philippines. Semi-structured interviews were conducted with women (n = 35) and health care providers (n = 15). Descriptive statistical analyses were performed to report demographic information. Interview data were analyzed thematically using a hybrid deductive-inductive approach and guided by the Patient-Centred Access to Health Care framework. Women’s decisions regarding health care access were influenced by their perceptions of illness severity, their trust in health care facilities, and their available financial resources. Experiences of health care use were shaped by interactions with health professionals, resource availability at facilities, health care costs, and health insurance acquisition. Women drew upon social networks throughout their lifespan for social and financial support to facilitate healthcare access and use. These findings indicate that social networks may be an important complement to formal supports (eg, UHC) in improving access to health care for women experiencing poverty in the Philippines.
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Affiliation(s)
- Kathy Luu
- School of Public Health Sciences, University of Waterloo, Waterloo, ON, Canada
| | | | - Lincoln L Lau
- School of Public Health Sciences, University of Waterloo, Waterloo, ON, Canada
- International Care Ministries, Manila, Philippines
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Jennifer A Liu
- School of Public Health Sciences, University of Waterloo, Waterloo, ON, Canada
- Department of Anthropology, University of Waterloo, Waterloo, ON, Canada
| | - Warren Dodd
- School of Public Health Sciences, University of Waterloo, Waterloo, ON, Canada
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Rasul FB, Sarker M, Yasmin F, De Allegri M. Exploring health-seeking behavior for non-communicable chronic conditions in northern Bangladesh. PLOS GLOBAL PUBLIC HEALTH 2022; 2:e0000497. [PMID: 36962348 PMCID: PMC10022368 DOI: 10.1371/journal.pgph.0000497] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 04/27/2022] [Indexed: 11/18/2022]
Abstract
Non-communicable Diseases (NCDs) account for 67% of total deaths in Bangladesh. However, the Bangladeshi health system is inadequately prepared to tackle NCDs. Evidence on NCD-specific health-seeking behavior can help appropriately address the needs of people affected by NCDs in Bangladesh. Our study aims to explore health-seeking behavior for people affected by NCDs in northern Bangladesh. We conducted a qualitative study in Mithapukur, Rangpur, during 2015-2016. We purposely selected respondents and carried out 25 in-depth interviews with individuals affected by non-communicable diseases and 21 healthcare providers. Additionally, we held six focus group discussions in the wider community. We verbatim transcribed all interviews and analyzed the content using thematic analysis, according to the following thematic areas: individual, household, and contextual factors that influence health-seeking behavior for NCDs within the context of the broader socio-economic environment. Study findings indicate that people seek care only when symptoms disrupt their daily lifestyle. Henceforth, people's health beliefs, religious beliefs, and relations with local providers direct their actions, keeping provider accessibility, cost anticipation, and satisfying provider-encounters in mind. Health-seeking is predominantly delayed and fragmented. Semi-qualified providers represent a popular first choice. Gender roles dominate health-seeking behavior as women need their guardian's permission to avail care. Our findings indicate the need to sensitize people about the importance of early health-seeking for NCDs, and continuing life-long NCD treatment. Our findings also highlight the need for people-centered care, making preventive and curative NCD services accessible at grassroots level, along with relevant provider training. Furthermore, special provisions, such as financial support and outreach programs are needed to enable access to NCD care for women and the poor.
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Affiliation(s)
- Fatema Binte Rasul
- Medical Faculty and University Hospital, Heidelberg Institute of Global Health, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
- BRAC JPG School of Public Health, BRAC University, Shahid Tajuddin Ahmed Sharani, Mohakhali, Dhaka, Bangladesh
| | - Malabika Sarker
- Medical Faculty and University Hospital, Heidelberg Institute of Global Health, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
- BRAC JPG School of Public Health, BRAC University, Shahid Tajuddin Ahmed Sharani, Mohakhali, Dhaka, Bangladesh
| | - Farzana Yasmin
- Faculty of Health, Department of Human Medicine, University Witten/Herdecke, Witten, Germany
| | - Manuela De Allegri
- Medical Faculty and University Hospital, Heidelberg Institute of Global Health, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
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Bierski K. A wellbeing skill: moving attentively in hospital yoga practice. Anthropol Med 2021; 28:341-358. [PMID: 34291711 DOI: 10.1080/13648470.2021.1949941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Yoga is sometimes interpreted as medical therapy and the evidence from biomedical research indicates that it can be useful in a broad range of health conditions. Yoga, however, can also be pursued as a process-oriented contemplative practice. This article draws on participant observation-based research with yoga practitioners at two hospitals, one in Pondicherry, India, and one in Fukui, Japan. It explores how patients and their families at these healthcare institutions are invited to move without anticipating an outcome and to cultivate attitudes such as contentment and non-violence. Taking cues from research participants' approaches to yoga as a skill and from anthropological understandings of skill, yoga is considered here as a capacity of moving with awareness. A skill-based approach allows practitioners to try out yogic techniques according to their personal abilities and needs. The analysis suggests that, in the contexts discussed, yoga practitioners pursue wellbeing not as an individual therapeutic goal but as mutual explorative learning.
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Affiliation(s)
- Krzysztof Bierski
- Institute of Social and Cultural Anthropology, Freie Universität Berlin, Berlin, Germany
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Accessing health services in India: experiences of seasonal migrants returning to Nepal. BMC Health Serv Res 2020; 20:992. [PMID: 33121477 PMCID: PMC7597057 DOI: 10.1186/s12913-020-05846-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Accepted: 10/21/2020] [Indexed: 11/19/2022] Open
Abstract
Background Migration to India is a common livelihood strategy for poor people in remote Western Nepal. To date, little research has explored the degree and nature of healthcare access among Nepali migrant workers in India. This study explores the experiences of returnee Nepali migrants with regard to accessing healthcare and the perspectives of stakeholders in the government, support organizations, and health providers working with migrant workers in India. Methods Six focus group discussions (FGDs) and 12 in-depth interviews with returnee migrants were conducted by trained moderators in six districts in Western Nepal in late 2017. A further 12 stakeholders working in the health and education sector were also interviewed. With the consent of the participants, FGDs and interviews were audio-recorded. They were then transcribed and translated into English and the data were analysed thematically. Results The interviewed returnee migrants worked in 15 of India’s 29 states, most as daily-wage labourers. Most were from among the lowest castes so called-Dalits. Most migrants had had difficulty accessing healthcare services in India. The major barriers to access were the lack of insurance, low wages, not having an Indian identification card tied to individual biometrics so called: Aadhaar card. Other barriers were unsupportive employers, discrimination at healthcare facilities and limited information about the locations of healthcare services. Conclusions Nepali migrants experience difficulties in accessing healthcare in India. Partnerships between the Nepali and Indian governments, migrant support organizations and relevant stakeholders such as healthcare providers, government agencies and employers should be strengthened so that this vulnerable population can access the healthcare they are entitled to. Supplementary Information The online version contains supplementary material available at 10.1186/s12913-020-05846-7.
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Adams AM, Islam R, Yusuf SS, Panasci A, Crowell N. Healthcare seeking for chronic illness among adult slum dwellers in Bangladesh: A descriptive cross-sectional study in two urban settings. PLoS One 2020; 15:e0233635. [PMID: 32542043 PMCID: PMC7295220 DOI: 10.1371/journal.pone.0233635] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2020] [Accepted: 05/08/2020] [Indexed: 12/01/2022] Open
Abstract
Introduction Accompanying rapid urbanization in Bangladesh are inequities in health and healthcare which are most visibly manifested in slums or low-income settlements. This study examines socioeconomic, demographic and geographic patterns of self-reported chronic illness and healthcare seeking among adult slum dwellers in Bangladesh. Understanding these patterns is critical in designing more equitable urban health systems and in enabling the country’s goal of Universal Health Coverage by 2030. Methods This descriptive cross-sectional study compares survey data from slum settlements located in two urban sites in Bangladesh, Tongi and Sylhet. Reported chronic illness symptoms and associated healthcare-seeking strategies are compared, and the catastrophic impact of household healthcare expenditures are assessed. Results Significant differences in healthcare-seeking for chronic illness were apparent both within and between slum settlements related to sex, wealth score (PPI), and location. Women were more likely to use private clinics than men. Compared to poorer residents, those from wealthier households sought care to a greater extent in private clinics, while poorer households relied more on drug shops and public hospitals. Chronic symptoms also differed. A greater prevalence of musculoskeletal, respiratory, digestive and neurological symptoms was reported among those with lower PPIs. In both slum sites, reliance on the private healthcare market was widespread, but greater in industrialized Tongi. Tongi also experienced a higher probability of catastrophic expenditure than Sylhet. Conclusions Study results point to the value of understanding context-specific health-seeking patterns for chronic illness when designing delivery strategies to address the growing burden of NCDs in slum environments. Slums are complex social and geographic entities and cannot be generalized. Priority attention should be focused on developing chronic care services that meet the needs of the working poor in terms of proximity, opening hours, quality, and cost.
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Affiliation(s)
- Alayne M. Adams
- Department of Family Medicine, McGill University, Montreal, Canada
- Health Systems and Population Studies Division, icddr,b, Dhaka, Bangladesh
- * E-mail:
| | - Rubana Islam
- School of Public Health & Community Medicine, University of New South Wales, Sydney, Australia
| | | | - Anthony Panasci
- Department of Global Health, School of Nursing and Health Studies, Georgetown University, Washington, District of Columbia, United States of America
| | - Nancy Crowell
- School of Nursing and Health Studies, Georgetown University, Washington, District of Columbia, United States of America
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Little M, Humphries S, Dodd W, Patel K, Dewey C. Socio-demographic patterning of the individual-level double burden of malnutrition in a rural population in South India: a cross-sectional study. BMC Public Health 2020; 20:675. [PMID: 32404080 PMCID: PMC7218837 DOI: 10.1186/s12889-020-08679-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Accepted: 04/08/2020] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND The double burden of malnutrition is the co-occurrence of undernutrition (e.g. underweight, stunting, and micronutrient deficiencies) and over-nutrition (e.g. obesity, type 2 diabetes, and cardiovascular disease) at the population, household, or individual level. The objectives of this study were to determine the extent and determinants of individual-level co-morbid anemia and overweight and co-morbid anemia and diabetes in a population in rural Tamil Nadu, South India. METHODS We undertook a cross-sectional study of adults (n = 753) in a rural region of Tamil Nadu, South India. A survey assessed socio-demographic factors, physical activity levels, and dietary intake. Clinical measurements included body-mass index, an oral glucose tolerance test, and blood hemoglobin assessments. Multivariable logistic regression analyses were used to determine associations between risk factors and two co-morbid double burden pairings: (1) anemia and overweight, and (2) anemia and diabetes. RESULTS Prevalence of co-morbid anemia and overweight was 23.1% among women and 13.1% among men. Prevalence of co-morbid anemia and diabetes was 6.2% among women and 6.3% among men. The following variables were associated with co-morbid anemia and overweight in multivariable models [odds ratio (95% confidence interval)]: female sex [2.3 (1.4, 3.85)], high caste [3.2 (1.34, 7.49)], wealth index [1.1 (1.00, 1.12)], rurality (0.7 [0.56, 0.85]), tobacco consumption [0.6 (0.32, 0.96)], livestock ownership [0.5 (0.29, 0.89)], and energy-adjusted meat intake [1.8 (0.61, 0.94)]. The following variables were associated with co-morbid anemia and diabetes in multivariable models: age [1.1 (1.05, 1.11)], rurality [0.8 (0.57, 0.98)], and family history of diabetes [4.9 (1.86, 12.70). CONCLUSION This study determined the prevalence and factors associated with individual-level double burden of malnutrition. Women in rural regions of India may be particularly vulnerable to individual-level double burden of malnutrition and should be a target population for any nutrition interventions to address simultaneous over- and undernutrition.
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Affiliation(s)
- Matthew Little
- Department of Population Medicine, University of Guelph, Guelph, ON, Canada.
- School of Public Health and Social Policy, University of Victoria, Victoria, BC, Canada.
| | - Sally Humphries
- Department of Sociology and Anthropology, University of Guelph, Guelph, ON, Canada
| | - Warren Dodd
- Department of Population Medicine, University of Guelph, Guelph, ON, Canada
- School of Public Health and Health Systems, University of Waterloo, Waterloo, ON, Canada
| | - Kirit Patel
- Department of International Development Studies, Menno Simons College, University of Winnipeg, Winnipeg, MB, Canada
| | - Cate Dewey
- Department of Population Medicine, University of Guelph, Guelph, ON, Canada
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Chatterjee C, Nayak NC, Mahakud J, Chatterjee SC. Factors affecting the choice of health care utilisation between private and public services among the elderly population in India. Int J Health Plann Manage 2018; 34:e736-e751. [PMID: 30378705 DOI: 10.1002/hpm.2686] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Revised: 09/21/2018] [Accepted: 09/21/2018] [Indexed: 11/06/2022] Open
Abstract
India is experiencing rapid population ageing in recent years. One of the most concomitant issues is the choice of health care services among the elderly, leading to its impact on the magnitude of health expenditure. Applying Andersen's Health Behavioural Model, this study identifies the predictors of the choice of inpatient health care services among the Indian elderly between private and public services. It also examines the nature of interregional disparity in the choice of health care services. Using NSSO data, the results suggest that the elderly belonging to upper caste and having higher levels of education, higher incomes, larger family size, and needing surgery are likely to choose private health care, while those experiencing higher economic dependence, chronic diseases, and higher duration of hospitalisation tend to prefer public inpatient services. The magnitude and significance of these factors, however, vary across regions. The findings of the study provide an understanding of the preferences of the India's geriatric population over hospital services, which may help policymakers better understand their health care needs.
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Affiliation(s)
- Chandrima Chatterjee
- Department of Humanities and Social Sciences, Indian Institute of Technology Kharagpur, West Bengal, India
| | - Narayan Chandra Nayak
- Department of Humanities and Social Sciences, Indian Institute of Technology Kharagpur, West Bengal, India
| | - Jitendra Mahakud
- Department of Humanities and Social Sciences, Indian Institute of Technology Kharagpur, West Bengal, India
| | - Suhita Chopra Chatterjee
- Department of Humanities and Social Sciences, Indian Institute of Technology Kharagpur, West Bengal, India
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Iles RA. Informal healthcare sector and marginalized groups: Repeat visits in rural North India. PLoS One 2018; 13:e0199380. [PMID: 29979721 PMCID: PMC6034796 DOI: 10.1371/journal.pone.0199380] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2017] [Accepted: 06/06/2018] [Indexed: 11/18/2022] Open
Abstract
The interrelationship between the public and private sectors, and formal and informal healthcare sectors effects market-level service quality, pricing behaviour and referral networks. However, health utilisation analysis of national survey data from many low and middle income countries is constrained by the lack of disaggregated health provider data. This study is concerned with the pattern of repeat outpatient consultations for a single episode of fever from public and private qualified providers and private unqualified providers. Cross-sectional survey data from 1173 adult respondents sampled from three districts within India's most populous state-Uttar Pradesh is analysed. Data was collected during the monsoon season-September to October-in 2012. Regression analysis focuses on the pattern of repeats visits for a single episode of mild-sever fever as the dependent variable. Results show that Women and Muslims in rural north India are more likely to not access healthcare, and if they do, consult with low quality unqualified outpatient healthcare providers. For fever durations of four or more days, men are more likely to access unqualified providers compared to women. Results of the current study supports the literature that women's utilisation of outpatient healthcare for communicable illnesses in LMICs is often less than men. A relative lack of access to household resources explains why fever duration parameter estimates for women and men differ.
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Affiliation(s)
- Richard A. Iles
- Washington State University, Pullman, Washington, United States of America
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Tamhankar AJ, Karnik SS, Stålsby Lundborg C. Determinants of Antibiotic Consumption - Development of a Model using Partial Least Squares Regression based on Data from India. Sci Rep 2018; 8:6421. [PMID: 29686420 PMCID: PMC5913309 DOI: 10.1038/s41598-018-24883-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2017] [Accepted: 04/09/2018] [Indexed: 11/09/2022] Open
Abstract
Antibiotic resistance, a consequence of antibiotic use, is a threat to health, with severe consequences for resource constrained settings. If determinants for human antibiotic use in India, a lower middle income country, with one of the highest antibiotic consumption in the world could be understood, interventions could be developed, having implications for similar settings. Year wise data for India, for potential determinants and antibiotic consumption, was sourced from publicly available databases for the years 2000–2010. Data was analyzed using Partial Least Squares regression and correlation between determinants and antibiotic consumption was evaluated, formulating ‘Predictors’ and ‘Prediction models’. The ‘prediction model’ with the statistically most significant predictors (root mean square errors of prediction for train set-377.0 and test set-297.0) formulated from a combination of Health infrastructure + Surface transport infrastructure (HISTI), predicted antibiotic consumption within 95% confidence interval and estimated an antibiotic consumption of 11.6 standard units/person (14.37 billion standard units totally; standard units = number of doses sold in the country; a dose being a pill, capsule, or ampoule) for India for 2014. The HISTI model may become useful in predicting antibiotic consumption for countries/regions having circumstances and data similar to India, but without resources to measure actual data of antibiotic consumption.
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Affiliation(s)
- Ashok J Tamhankar
- Global Health- Health Systems and Policy: Medicines, focusing antibiotics, Department of Public Health Sciences, Karolinska Institutet, Tomtebodavägen 18A, 171 77, Stockholm, Sweden.,Indian Initiative for Management of Antibiotic Resistance, Department of Environmental Medicine, R.D. Gardi Medical College, Ujjain, 456006, India
| | - Shreyasee S Karnik
- Indian Initiative for Management of Antibiotic Resistance, Department of Environmental Medicine, R.D. Gardi Medical College, Ujjain, 456006, India
| | - Cecilia Stålsby Lundborg
- Global Health- Health Systems and Policy: Medicines, focusing antibiotics, Department of Public Health Sciences, Karolinska Institutet, Tomtebodavägen 18A, 171 77, Stockholm, Sweden.
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Dodd W, Humphries S, Patel K, Majowicz S, Little M, Dewey C. Determinants of internal migrant health and the healthy migrant effect in South India: a mixed methods study. BMC INTERNATIONAL HEALTH AND HUMAN RIGHTS 2017; 17:23. [PMID: 28899374 PMCID: PMC5596496 DOI: 10.1186/s12914-017-0132-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Accepted: 09/04/2017] [Indexed: 11/25/2022]
Abstract
Background Internal labour migration is an important and necessary livelihood strategy for millions of individuals and households in India. However, the precarious position of migrant workers within Indian society may have consequences for the health of these individuals. Previous research on the connections between health and labour mobility within India have primarily focused on the negative health outcomes associated with this practice. Thus, there is a need to better identify the determinants of internal migrant health and how these determinants shape migrant health outcomes. Methods An exploratory mixed methods study was conducted in 26 villages in the Krishnagiri district of Tamil Nadu. Sixty-six semi-structured interviews were completed using snowball sampling, followed by 300 household surveys using multi-stage random sampling. For qualitative data, an analysis of themes and content was completed. For quantitative data, information on current participation in internal labour migration, in addition to self-reported morbidity and determinants of internal migrant health, was collected. Morbidity categories were compared between migrant and non-migrant adults (age 14–65 years) using a Fisher’s exact test. Results Of the 300 households surveyed, 137 households (45.7%) had at least one current migrant member, with 205 migrant and 1012 non-migrant adults (age 14–65 years) included in this study. The health profile of migrant and non-migrants was similar in this setting, with 53 migrants (25.9%) currently suffering from a health problem compared to 273 non-migrants (27.0%). Migrant households identified both occupational and livelihood factors that contributed to changes in the health of their migrant members. These determinants of internal migrant health were corroborated and further expanded on through the semi-structured interviews. Conclusions Internal labour migration in and of itself is not a determinant of health, as participation in labour mobility can contribute to an improvement in health, a decline in health, or no change in health among migrant workers. Targeted public health interventions should focus on addressing the determinants of internal migrant health to enhance the contributions these individuals can make to their households and villages of origin.
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Affiliation(s)
- Warren Dodd
- Department of Population Medicine, University of Guelph, Guelph, ON, N1G 2W1, Canada.
| | - Sally Humphries
- Department of Sociology and Anthropology, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Kirit Patel
- International Development Studies Program, Menno Simons College affiliated with the University of Winnipeg and Canadian Mennonite University, Winnipeg, MB, R3C 0G2, Canada
| | - Shannon Majowicz
- School of Public Health and Health Systems, University of Waterloo, Waterloo, Ontario, N2L 3G1, Canada
| | - Matthew Little
- Department of Population Medicine, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Cate Dewey
- Department of Population Medicine, University of Guelph, Guelph, ON, N1G 2W1, Canada
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