scholarly journals Heterogeneous Effects of Health Insurance on Rural Children’s Health in China: A Causal Machine Learning Approach

Author(s):  
Hua Chen ◽  
Jianing Xing ◽  
Xiaoxu Yang ◽  
Kai Zhan

This paper investigates the impact of Urban and Rural Resident Basic Medical Insurance (URRBMI) on the health of preschool and school-age children in rural China using data from the 2018 wave of the China Family Panel Studies (CFPS). We employ the propensity score matching approach and causal forest to evaluate impacts. Results show that the URRBMI has significantly improved the health status of preschool children. However, the health improvement of school-age children by URRBMI is only limited to obese children, and this effect is not significant. In addition, this paper identifies important variables related to heterogeneity through the causal forest and evaluates the heterogeneity of the impact of URRBMI on the health of two types of children. For preschool children, we find disadvantaged mothers (i.e., with lower wealth, lower educated, or in rural areas) benefit more from the URRBMI. No significant heterogeneity is found for the school-age children. Our study demonstrates the power of causal forest to uncover the heterogeneity in policy evaluation, hence providing policymakers with valuable information for policy design.

1995 ◽  
Vol 16 (1) ◽  
pp. 1-7 ◽  
Author(s):  
María Eugenia Romero-Abal ◽  
Jesús Bulux ◽  
Ivan Mendoza ◽  
Carlos Grazioso ◽  
Noel W. Solomons

We studied the prevalence of low haematocrit values (defined as <38%) in 1,253 children from urban and rural areas of Guatemala, to examine any urban-rural or age-related trends. Though the crude prevalences of low haematocrit for all the children showed a significant difference between urban and rural residents, the significance disappeared when these values were adjusted for differences in the age profiles of the two groups. As expected, preschool children had significantly more low haematocrits (32.0%) than school-age children (6.0%) (p < .05). Ferritin levels were available for 35.9% of the preschool children (one urban and one rural location); of these, 51.8% had levels below 12 mg/l, indicating iron deficiency. These values were used to determine the predictive value of haematocrit compared with ferritin values, and the cut-off at which haematocrit reaches optimum sensitivity and specificity to diagnose iron depletion. A cut-off of 39% had a sensitivity of 61% and a specificity of 45% in urban preschoolers, and a cut-off of 38% had a sensitivity of 75% and specificity of 42% in rural preschoolers.


Author(s):  
Natuya Zhuori ◽  
Yu Cai ◽  
Yan Yan ◽  
Yu Cui ◽  
Minjuan Zhao

As the trend of aging in rural China has intensified, research on the factors affecting the health of the elderly in rural areas has become a hot issue. However, the conclusions of existing studies are inconsistent and even contradictory, making it difficult to form constructive policies with practical value. To explore the reasons for the inconsistent conclusions drawn by relevant research, in this paper we constructed a meta-regression database based on 65 pieces of relevant literature published in the past 25 years. For more valid samples to reduce publication bias, we also set the statistical significance of social support to the health of the elderly in rural areas as a dependent variable. Finally, combined with multi-dimensional social support and its implications for the health of the elderly, meta-regression analysis was carried out on the results of 171 empirical studies. The results show that (1) subjective support rather than objective support can have a significant impact on the health of the elderly in rural areas, and there is no significant difference between other dimensions of social support and objective support; (2) the health status of the elderly in rural areas in samples involving western regions is more sensitive to social support than that in samples not involving the western regions; (3) among the elderly in rural areas, social support for the older male elderly is more likely to improve their health than that for the younger female elderly; and (4) besides this, both data sources and econometric models greatly affect the heterogeneity of the effect of social support on the health of the elderly in rural areas, but neither the published year nor the journal is significant. Finally, relevant policies and follow-up studies on the impact of social support on the health of the elderly in rural areas are discussed.


BMJ Open ◽  
2021 ◽  
Vol 11 (5) ◽  
pp. e043397
Author(s):  
Austen El-Osta ◽  
Aos Alaa ◽  
Iman Webber ◽  
Eva Riboli Sasco ◽  
Emmanouil Bagkeris ◽  
...  

ObjectiveInvestigate the impact of the COVID-19 lockdown on feelings of loneliness and social isolation in parents of school-age children.DesignCross-sectional online survey of parents of primary and secondary school-age children.SettingCommunity setting.Participants1214 parents of school-age children in the UK.MethodsAn online survey explored the impact of lockdown on the mental health of parents with school-age children, and in particular about feelings of social isolation and loneliness. Associations between the UCLA Three-Item Loneliness Scale (UCLATILS), the Direct Measure of Loneliness (DMOL) and the characteristics of the study participants were assessed using ordinal logistic regression models.Main outcome measuresSelf-reported measures of social isolation and loneliness using UCLATILS and DMOL.ResultsHalf of respondents felt they lacked companionship, 45% had feelings of being left out, 58% felt isolated and 46% felt lonely during the first 100 days of lockdown. The factors that were associated with higher levels of loneliness on UCLATILS were female gender, parenting a child with special needs, lack of a dedicated space for distance learning, disruption of sleep patterns and low levels of physical activity during the lockdown. Factors associated with a higher DMOL were female gender, single parenting, parenting a child with special needs, unemployment, low physical activity, lack of a dedicated study space and disruption of sleep patterns during the lockdown.ConclusionsThe COVID-19 lockdown has increased feelings of social isolation and loneliness among parents of school-age children. The sustained adoption of two modifiable health-seeking lifestyle behaviours (increased levels of physical activity and the maintenance of good sleep hygiene practices) wmay help reduce feelings of social isolation and loneliness during lockdown.


2017 ◽  
Vol 37 (1/2) ◽  
pp. 33-50 ◽  
Author(s):  
Anna Kurowska

Purpose The purpose of this paper is to solve the puzzle of the disproportionately lower employment rate of mothers of toddlers with relation to the employment rate of mothers of preschool and school-age children in Estonia. Design/methodology/approach The research is based on the Most Similar System Design and compares Estonia with Lithuania. The applied methods include inferential statistics and microsimulation techniques, employing the OECD Benefits and Wages Calculator, the OECD Family Support Calculator and EUROMOD – the European tax-benefit microsimulation model. Findings The comparison revealed that the overwhelming majority of the crucial aspects of socio-cultural, economic and institutional conditions were more favourable for maternal employment in Estonia than in Lithuania. This explains the higher maternal employment rates both for mothers of pre-schoolers and school-age children in Estonia. However, one particular element of the institutional context targeted to the mothers of toddlers – the unconditional parental benefit – had an entirely opposite character. This particular feature of the parental leave scheme was the only factor that could explain why the employment rate of mothers of toddlers is disproportionately lower than the employment rate of mothers of older children in Estonia and much lower than the employment of mothers of toddlers in Lithuania. Originality/value This study complements previous research by providing evidence on the relative importance of universal parental benefit schemes in the context of other country-specific conditions for maternal employment, including the availability of institutional childcare. Furthermore, the results presented show that childcare regime typologies, at least those that characterise Eastern European countries, should be more sensitive to children’s age.


Acta Tropica ◽  
2017 ◽  
Vol 174 ◽  
pp. 158-164 ◽  
Author(s):  
Márcia B. Silva ◽  
Ana L.M. Amor ◽  
Leonardo N. Santos ◽  
Alana A. Galvão ◽  
Aida V. Oviedo Vera ◽  
...  

2017 ◽  
Vol 9 (2) ◽  
pp. 255-269
Author(s):  
Ai Yue ◽  
Yaojiang Shi ◽  
Renfu Luo ◽  
Linxiu Zhang ◽  
Natalie Johnson ◽  
...  

Purpose Although access to safe drinking water is one of the most important health-related infrastructure programs in the world, drinking water remains a large problem in China today, especially in rural areas. Despite increased government investment in water resource protection and management, there is still an absence of academic studies that are able to document what path the investment has taken and whether it has had any tangible impact. The purpose of this paper is to analyze the impact of drinking water investment on drinking water in China. Design/methodology/approach The authors make use of nationally representative data from 2005 and 2012 to measure the impact of drinking water investment among 2,028 rural households in 101 villages across five provinces. Both ordinary least squares regression and probit regression are used to analyze the correlates and the impact of drinking water investment. Findings The authors demonstrate that water quality was likely a significant problem in 2004 but that China’s investment into drinking water appears to have resulted in initial improvements during the study period. The authors show that the most significant change came about in terms of hardware: villages that received more drinking water investment now have more piped tap water and more access to water treatment infrastructure (disinfecting and filtering facilities). High rates of rural resident satisfaction with drinking water suggest the effects of drinking water investment are being felt at the village level. Originality/value To the authors’ knowledge, this is the first empirical study on drinking water investment over time in rural China using nationally representative data.


2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Tingting Zhang ◽  
Xingrong Shen ◽  
Rong Liu ◽  
Linhai Zhao ◽  
Debin Wang ◽  
...  

Abstract Background In China, the primary health care (PHC) system has been designated responsible for control and prevention of COVID-19, but not treatment. Suspected COVID-19 cases presenting to PHC facilities must be transferred to specialist fever clinics. This study aims to understand the impact of COVID-19 on PHC delivery and on antibiotic prescribing at a community level in rural areas of central China. Methods Qualitative semi-structured interviews were conducted with 18 PHC practitioners and seven patients recruited from two township health centres and nine village clinics in two rural residential areas of Anhui province. Interviews were transcribed verbatim and analysed thematically. Results PHC practitioners reported a major shift in their work away from seeing and treating patients (due to government-mandated referral to specialist Covid clinics) to focus on the key public health roles of tracing, screening and educating in rural areas. The additional work, risk, and financial pressure that PHC practitioners faced, placed considerable strain on them, particularly those working in village clinics. Face to face PHC provision was reduced and there was no substitution with consultations by phone or app, which practitioners attributed to the fact that most of their patients were elderly and not willing or able to switch. Practitioners saw COVID-19 as outside of their area of expertise and very different to the non-COVID-19 respiratory tract infections that they frequently treated pre-pandemic. They reported that antibiotic prescribing was reduced overall because far fewer patients were attending rural PHC facilities, but otherwise their antibiotic prescribing practices remained unchanged. Conclusions The COVID-19 pandemic had considerable impact on PHC in rural China. Practitioners took on substantial additional workload as part of epidemic control and fewer patients were seen in PHC. The reduction in patients seen and treated in PHC led to a reduction in antibiotic prescribing, although clinical practice remains unchanged. Since COVID-19 epidemic control work has been designated as a long-term task in China, rural PHC clinics now face the challenge of how to balance their principal clinical and increased public health roles and, in the case of the village clinics, remain financially viable.


2017 ◽  
Vol 60 (10) ◽  
pp. 2924-2934 ◽  
Author(s):  
Anna Eva Hallin ◽  
Christina Reuterskiöld

Purpose The first aim of this study was to investigate if Swedish-speaking school-age children with language impairment (LI) show specific morphosyntactic vulnerabilities in error detection. The second aim was to investigate the effects of lexical frequency on error detection, an overlooked aspect of previous error detection studies. Method Error sensitivity for grammatical structures vulnerable in Swedish-speaking preschool children with LI (omission of the indefinite article in a noun phrase with a neuter/common noun, and use of the infinitive instead of past-tense regular and irregular verbs) was compared to a control error (singular noun instead of plural). Target structures involved a high-frequency (HF) or a low-frequency (LF) noun/verb. Grammatical and ungrammatical sentences were presented in headphones, and responses were collected through button presses. Results Children with LI had similar sensitivity to the plural control error as peers with typical language development, but lower sensitivity to past-tense errors and noun phrase errors. All children showed lexical frequency effects for errors involving verbs (HF > LF), and noun gender effects for noun phrase errors (common > neuter). Conclusions School-age children with LI may have subtle difficulties with morphosyntactic processing that mirror expressive difficulties in preschool children with LI. Lexical frequency may affect morphosyntactic processing, which has clinical implications for assessment of grammatical knowledge.


Author(s):  
Cheryl Ann Slattery

This chapter addresses the growing number in the underserved population of school-age children and their families who live in poverty and raises awareness as to how that factor directly contaminates student achievement. It is important to understand the federal definition of poverty and the attendant unique social environment. This chapter highlights an appreciation for the history of American race relations and its role in poverty-related behavior, as well as examines the inherent biases prevalent in American communities and schools that work to restrict opportunities for underprivileged families and children. It explores the impact of changing a culture of poverty through the lens of schools and role models, subsequently understanding multidisciplinary approaches for eliminating policies that alienate and exclude the poor. It includes best practices in pedagogy, services, and support for marginalized populations that will illuminate for the practitioner how the contamination of student achievement occurs and empowers them to assist those trapped by poverty.


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