The DOI matches its Crossref record; 76 of the 76 references it cites were found in a registry or an index; 3 of the 41 sources its claims cite were checked for support.
The Health Implications of Grandparents Caring for Grandchildren in China
Open accessAbstract
OBJECTIVES: Caring for grandchildren is a common and normative experience for many Chinese grandparents. This study investigates the influence of child care provision on older adults' health trajectories in China. METHOD: Using data from the China Health and Nutrition Survey (1991, 1993, 1997, 2000, 2004, and 2006), we apply growth curve models to examine the effect of living arrangements and intensity of caregiving for grandchildren on older adults' health trajectories. We use propensity score weighting to take into account potential selection bias. RESULTS: Grandparents living in skipped-generation households do not suffer from a deficit in self-reported health, particularly when they have higher family income. Those living in three-generation households experience a slightly more rapid health decline than older adults who live independently, although the paternal grandparents in this type of household have a significant health advantage over the maternal grandparents. Among the coresiding grandparents, high intensity care for younger grandchildren accelerates health declines, whereas a lighter level of care has a protective effect. In addition, rural grandparents and grandfathers engaging in high intensity care have worse self-reported health on average. DISCUSSION: Our findings suggest that grandchild care does not have a universally beneficial or detrimental effect on health, but rather its effect depends on the form and level of caregiving and is further shaped by individual characteristics, as well as normative and structural contexts.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
This study asks whether caring for grandchildren helps or harms older adults’ health in China, using longitudinal data from 1991 to 2006. It finds that the health effect is not uniform: it depends on living arrangement, caregiving intensity, gender, rural/urban residence, and family income.
Key findings
- Skipped-generation grandparents did not show a self-reported health deficit, and higher family income appeared to buffer them; the interaction between skipped-generation living and high income was 0.14.
- Three-generation coresidence was linked to a slightly faster health decline, but paternal grandparents had better average health and slower decline than maternal grandparents in that arrangement.
- Among coresiding grandparents, high-intensity care for young grandchildren accelerated health decline, while light care had a protective association; high-intensity care was defined as 15 or more hours per week.
- Grandfathers and rural grandparents providing high-intensity care had worse self-reported health on average; the negative intensive-care coefficient of 0.09 was offset for urban grandparents by an interaction of −0.11. Grandfathers averaged 7 caregiving hours per week versus 21 for grandmothers.
Methods
- Data came from six China Health and Nutrition Survey waves (1991, 1993, 1997, 2000, 2004, 2006), selecting adults aged 55 and older and yielding 14,954 person-year records.
- The main analysis used growth curve models within a hierarchical linear modeling framework to estimate within-person and between-person health trajectories, with self-rated health reverse-coded so higher values meant better health.
- Grandparenting was measured first by living arrangement (noncoresidence, skipped-generation, three-generation, paternal/maternal) and then by caregiving intensity among coresiding grandparents with grandchildren aged 0–6 (high, low, no care). Propensity score weighting was used to address selection into coresidence and caregiving.
Limitations
- The paper states that child care measurement was limited to very young grandchildren, that only coresiding grandparents were examined, and that noncoresiding caregivers and care for nonfamily members were not studied.
- It also states that self-reported health was the only consistently available health measure across waves, that ADL results were less robust, and that endogeneity and selectivity are difficult to resolve fully despite propensity score weighting and lagged measures.
- The text makes evident that the CHNS sample is not nationally representative, although the authors note prior work suggesting its household and individual characteristics reflect national averages.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Cites
Statistics
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Claims the paper makes
3 of 41 cited sources checked · 3 supported · 0 flagged
The sources with a verdict support this claim; the rest weren’t checked yet, have no full text we could read, or their verdicts aren’t rated yet.
In the paper
“One of the major limitations of prior studies on the effect of caregiving on grandparents' health is the use of cross-sectional health indicators (Fuller-Thomson, Minkler, & Driver, 1997;Goodman & Silverstein, 2002;Pruchno & McKenney, 2002;Sands & Goldberg-Glen, 2000;Szinovacz & Davey, 2006) or health change between two time points at best (Bachman & Chase-Lansdale, 2005;Blustein et al., 2004;Hug”
What the sources say
- Supportedcites Fuller-Thomson, Minkler, & Driver, 1997 source
The Discussion describes earlier studies linking grandparent caregiving with depression and changes in self-rated health as cross-sectional, and calls for panel studies to follow them up. Fuller-Thomson et al. are cited for the cross-sectional part of the sentence; the separate claim about change between two time points is attributed to other sources. (LLM, conf=0.90)
- Not checked — no full text of the sourcecites Goodman & Silverstein, 2002 source
- Not checked — no full text of the sourcecites Pruchno & McKenney, 2002 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Supported
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In addition, rural grandparents and grandfathers engaging in high intensity care have worse self-reported health on average.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“those who are heavily involved with child care are more likely to have a lower mean level of health than those who do not care for grandchildren.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Those living in three-generation households experience a slightly more rapid health decline than older adults who live independently, although the paternal grandparents in this type of household have a significant health advantage over the maternal grandparents.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Those living in three-generation households experience a slightly more rapid health decline than older adults who live independently, although the paternal grandparents in this type of household have a significant health advantage over the maternal grandparents.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Among the coresiding grandparents, high intensity care for younger grandchildren accelerates health declines, whereas a lighter level of care has a protective effect.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Among the coresiding grandparents, high intensity care for younger grandchildren accelerates health declines, whereas a lighter level of care has a protective effect.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“At the same time, those who are involved with a light load of child care have a less accelerated path of health decline.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The positive interaction effect between skipped-generation household and high income (0.14) results suggest that additional economic resources do provide a buffer effect for those grandparents living with grandchildren without the presence of adult children.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“First, grandfathers who are involved in intensive child care have worse health on average than the grandmothers who are engaged in the same level of care (see Figure 3).”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes
- Probably not a substantial claim. 37
- It may state two separate claims as one. 32
Every source the paper cites for this claim was checked and supports it.
In the paper
“A previous study using the SRH measure from the CHNS also demonstrated that it well captures the health trajectory of individuals over the life course (Chen, Yang, & Liu, 2010).”
What the sources say
- Supportedcites Chen, Yang, & Liu, 2010 source
The Data section identifies CHNS self-rated health as the study’s main outcome and says the findings were cross-validated using alternative health measures. The Results section reports a clear age trajectory in that outcome, including declining self-rated health with age. This supports the claim that the measure captures life-course health trajectories, though the paper acknowledges that self-ratings are subjective. (LLM, conf=0.87)
Strength:boosted· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
- Supported
Every source the paper cites for this claim was checked and supports it.
In the paper
“Indeed, a recent comprehensive study using a longitudinal and nationally representative data set in the United States (the Health and Retirement Study) finds that caring for grandchildren has no dramatic and widespread negative effects on a range of health and health behavior indicators when controlling for grandparents' characteristic and prior health rather than the consequences of caregiving (H”
What the sources say
- Supportedcites Hughes et al., 2007 source
The Results state that the study found no evidence of dramatic and widespread negative effects on grandparents’ health and health behavior. The Discussion says that controlling for grandparents’ characteristics and prior health attenuated apparent differences, while noting limited adverse effects for some grandmothers in skipped-generation households. (LLM, conf=0.95)
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- Supported
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Comparison of models using the weight versus not shows that the magnitude of the grandparenting variables (e.g., high intensity of care) is slightly larger than those without the adjustment, suggesting potential positive selection effects (i.e., healthier grandparents may be more likely to care for grandchildren) were captured by using propensity score weighting (results available upon request).”
Strength:hedged· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Heavy involvement in child care does not have a universally adverse effect on health; instead, caregiving has varied effects by gender and urban/rural residence.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The results across the models consistently show that both coresidence and family lineage matter, although the effects are different for the intercept and linear growth rate model.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The analytical results shown in Table 3 suggest that care intensity affects grandparents' health trajectories, however, as hypothesized, the effect is not linear and differs in its effect on the mean level and the rate of health decline (see Model 1 in Table 3 and predicted health trajectories in Figure 2)”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“They clearly support our hypothesis that the effect of grandparents' caregiving is not only conditioned by the level of intensity but also shaped by the characteristics of the caregiver and the context of caregiving.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Our subsequent finding shows that whereas heavy involvement in child care accelerates health decline, grandparents with a light child care load enjoy a better health level on average.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Paternal grandparents living with their sons' families evidently enjoy a higher mean level of self-reported health and less rapid health decline than coresiding maternal grandparents, suggesting the benefit of a culturally preferred living arrangement.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As Figure 4 shows, urban grandparents who are providing intensive care do not suffer from a clear health disadvantage, whereas it is obvious that rural grandparents engaged in high intensity care have worse health compared with all other groups of grandparents.”
Load-bearingStrength:boosted· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Interestingly, in some additional analyses of the interaction between work status and caregiving intensity, we find that even a low level of child care involvement has a negative effect on health level when one is combining work and care, suggesting the risk of double burden or role conflict (results observed in a subsample of married grandparents, not shown).”
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The overall working sample also excludes missing values (less than 6%) on any variable included in the analysis.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We did not include the interaction term between age-squared and grandparenting variables because they were not significant.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
None of the sources cited for this claim have been checked yet.
In the paper
“We use this measure of self-reported health (SRH) as our main dependent variable, as it has been consistently documented to be a valid measure of health and a robust predictor of mortality and survival (Farmer & Ferraro, 1997;Hays, Schoenfeld, & Blazer, 1996;Idler & Angel, 1990;Idler & Benyamini, 1997;Johnson & Wolinsky, 1993).”
What the sources say
- Not matchedcites Farmer & Ferraro, 1997
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not checked — no full text of the sourcecites Hays, Schoenfeld, & Blazer, 1996 source
- Not matchedcites Idler & Angel, 1990
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
None of the sources cited for this claim have been checked yet.
In the paper
“In contrast, in China, it is common for grandparents to live with children and grandchildren and to provide care for their grandchildren on a regular basis (Chen, Short, & Entwisle, 2000;Hermalin, Roan, & Perez, 1998;Olson, 1990;Unger, 1993).”
What the sources say
- Not checked — no full text of the sourcecites Chen, Short, & Entwisle, 2000 source
- Not matchedcites Hermalin, Roan, & Perez, 1998
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Olson, 1990
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“As a result of a strictly enforced household registration system, urban residents are more likely to have a higher living standard, to receive retirement income, and to have better access to health insurance programs and health care facilities than rural residents (F.Wang & Mason, 2007;Zimmer & Kwong, 2003).”
What the sources say
- Not matchedcites F.Wang & Mason, 2007
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not checked — no full text of the sourcecites Zimmer & Kwong, 2003 source
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This supports our hypothesis that the lighter care involvement may indeed provide a beneficial effect on health, whereas intense grandchild care may be physically and psychologically draining.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We then add a quadratic term due to its better empirical fit and a theoretical expectation of a nonlinear pattern of health decline.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“We use propensity score weighting to take into account potential selection bias.”
- Also stated in: § Research Hypotheses and Design · plain
“Thus, in the analysis, we use propensity score weighting method to control for such selectivity.”
What the sources say
- Not matchedcites Guo & Fraser, 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- Rests on an assumption: Coresidence with grandchildren and intensive child care provision are selective in nature, as compared with occasional babysitting.
- Also stated in: § Research Hypotheses and Design · plain
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Because all the three-way interaction terms were not significant, they were dropped from the analyses.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
None of the sources cited for this claim have been checked yet.
In the paper
“Although the CHNS data are not a representative sample of China, previous studies using the CHNS data have suggested that the characteristics of the households and individuals well reflected the national averages (e.g., see Du, Lu, Zhai, & Popkin, 2002;Entwisle & Chen, 2002;Short, Ma, & Yu, 2000).”
What the sources say
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Because individuals remaining in the sample are likely to be healthier, we will address this potential selection bias in the method section.”
Strength:hedged· not yet calibratedn = 753Tests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The context of China is different in that grandparents' caregiving is normative and common.Thus, the process of negative selection is much less of a concern.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
In the paper
“A recent study in China found that older adults living in three-generation households or with grandchildren in skipped-generation households have better psychological well-being than those in single-generation households (Silverstein, Cong, & Li, 2006).”
What the sources say
- Not checked — no full text of the sourcecites Silverstein, Cong, & Li, 2006 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In exchange, remittances sent back to the grandparents by the adult children could help improve overall family well-being and strengthen the intergenerational tie.”
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Given that self-reported health is an ordinal variable, we estimated Generalized Linear Mixed Models (GLMM) with ordinal logit link using SAS PROC GLIMMIX in our preliminary analysis but did not present these results because the fixed and random effect coefficients and variance estimates are qualitatively similar from these two sets of analyses.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“In the United States, grandparents often do not”
What the sources say
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“In addition, with an estimated 144.4 million temporary migrants (the so-called”
What the sources say
- Not matchedcites National Bureau of Statistics in China, 2002
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
- Not matched
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We modeled the quadratic rate of b 2i but did not present it due to insignificant results.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Frequent contact with grandchildren has been found to be associated with high levels of life satisfaction (Forsyth, 1994;Forsyth et al., 1992;Goodman & Silverstein, 2001;Kivnick, 1981;Peterson, 1999).”
What the sources say
- Not checked — no full text of the sourcecites Forsyth, 1994
- Not matchedcites Forsyth et al., 1992
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not checked — no full text of the sourcecites Goodman & Silverstein, 2001 source
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Although it could be potentially burdensome for grandparents, remittances from their adult children often help to compensate for the effort and to strengthen the intergenerational bond (Cong & Silverstein, 2008).”
What the sources say
- Not checked — no full text of the sourcecites Cong & Silverstein, 2008 source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Among them, 753 individuals died by the end of 2006.”
Strength:plain· not yet calibratedn = 753Tests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, the potential of positive selection cannot be ruled out, in that they could be healthier to begin with.”
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Thus, their worsened health condition could be due to a combination of the lack of support from grandmothers, the stress associated with widowhood, and perhaps equally important traditional gender role expectations.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: In Chinese culture, child care provision is viewed as a feminine role.
- Rests on an assumption: Grandfathers are not culturally expected to be in nurturing roles and often do not do so when grandmothers are present.
None of the sources cited for this claim could be matched to a paper in Crossref, so there is nothing to check it against.
In the paper
“On the other hand, scholars and policy makers have long been concerned about undermining traditional family values and weakened filial practices in rural China during the collectivization of agriculture in the 1950s and a further erosion of parental authority and power shift to the better educated and more resourceful young generation since the economic reforms beginning in the late 1970s (Davis &”
What the sources say
- Not matchedcites Davis & Harrell, 1993
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Parish & Whyte, 1978
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites D. Wang, 2004
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
- Not matched
In the paper
“Indeed, noncoresiding family members are increasingly likely to be involved in each others' lives (Whyte, 2003).”
What the sources say
- Not matchedcites Whyte, 2003
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:hedged· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
- Not matched
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“In our analysis, we address this issue by using propensity score weighting in our growth curve analysis.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Fourth, the issue of endogeneity and selectivity are not easily addressed.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“On the other hand, our findings are in line with the role strain theory, in which intensive caregiving can be physically taxing and takes away resources from aging adults, leading to more rapid health decline (Jendrek, 1993;M. Minkler, 1999).”
What the sources say
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Given that grandfathers are not culturally expected to be in nurturing roles and often do not do so when the grandmothers are present, the lack of normative support could make daily caregiving more difficult and stressful.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: In Chinese culture, child care provision is viewed as a feminine role.
- Rests on an assumption: Grandfathers are not culturally expected to be in nurturing roles and often do not do so when grandmothers are present.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Third, we use self-reported health because it is the only measure of health that is consistently available across all waves of the data.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Taking care of grandchildren could be even more emotionally rewarding when it is altruistically motivated and not compelled by economic necessity.”
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“Grandparents who do not live with grandchildren could also play a significant role in taking care of their grandchildren.”
Strength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Although caring for school-aged children may not be as physically draining, grandparents' interaction with grandchildren may take on other forms and could have health implications as well.”
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
In the paper
“An earlier study by the research team suggests that grandfathers' involvement was much lower than that of the grandmothers and that their heavy involvement is often preceded by the unavailability of grandmothers (Chen et al., forthcoming).”
What the sources say
- Not matchedcites Chen et al., forthcoming
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:hedged· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
- Not matched
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Second, our examination of care is limited to coresiding grandparents.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“Although the household is a crucial context for social support, relations among its members can create tensions and conflicts and thus be harmful to health, particularly in a cultural context that emphasizes harmony (Lai, 1995;Rook, 1984).”
What the sources say
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“In addition, although some grandparents provide care to coresiding grandchildren, other grandparents may require care themselves.”
Strength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We treat health as an outcome in the analysis, but living arrangements and caregiving could be endogenous to health.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The added burden of intensive care for grandchildren could further exacerbate the vulnerable situation of the rural older adults coupled with a lack of institutional recognition and support.”
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
- Rests on an assumption: There are wide discrepancies in socioeconomic and health care resources between urban and rural residents, with rural grandparents disadvantaged in health capitals.
- Rests on an assumption: Rural grandparents lack pension programs and are more likely to be dependent on their children.
- Rests on an assumption: The cultural imperative of filial piety and the expectation of adult children providing support for parents are stronger for rural than urban older adults.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“In addition, we do not examine the care of grandparents for nonfamily members due to data limitation.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The finding that the influence of heavy involvement with child care on health differs for urban and rural grandparents provides another piece of evidence that the consequence of grandchild care is not universal and contingent on the context and circumstances of the care.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“First, the analysis of the influence of living arrangements provides us with an initial understanding of the structural context of caregiving, as coresidence facilitates easy access of grandparents to grandchildren.”
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“Caring for grandchildren could be considered a reciprocal form of intergenerational exchange that ensures old age support in later life (Cong & Silverstein, 2008;Croll, 2006).”
What the sources say
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Further, our study helps to identify grandparent caregivers who are at greater risks and grandfathers and rural grandparents engaged in intensive care.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“Previous research suggests that grandparents' caregiving for grandchildren could inject a sense of meaning and purpose in life, induce a more active lifestyle, and facilitate family bonding (Pruchno & McKenney, 2002;Silverstein et al., 2006;Waldrop & Weber, 2001).”
What the sources say
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
The paper relies on this without support.
Coresidence with grandchildren and intensive child care provision are selective in nature, as compared with occasional babysitting.
“Coresidence with grandchildren and intensive child care provision are most likely to be selective in nature (as compared with occasional babysitting).”
The authors state this as an assumption.
The measures of potential needs for child care by adult children are important predictors of grandparents' engagement in child care and do not have direct effects on grandparents' health.
“The last two measures are particularly important because we consider them important predictors of whether grandparents are engaged in child care or not, while at the same time, the measures should not have direct effects on grandparents' health.”
The paper relies on this without support.
In rural China, parents can be particularly dependent on their children for financial security in old age.
“In rural China, parents can be particularly dependent on their children for financial security in old age.”
The paper relies on this without support.
Health change usually does not take place suddenly but is likely a gradual, interactive, and cumulative process.
“Nonetheless, health change usually does not take place suddenly but is likely a gradual, interactive, and cumulative process.”
The paper relies on this without support.
Coresidence with children and grandchildren does not happen at random.
“In addition, coresidence with children and grandchildren does not happen at random.”
The authors state this as an assumption.
The residuals and random effects in the growth curve models are normally distributed.
“with eti assumed to be independently and normally distributed with a mean of 0 and a constant variance of s 2 , and with both u 0i and u 2i assumed to have multivariate normal distribution.”
The paper relies on this without support.
In Chinese culture, child care provision is viewed as a feminine role.
“In Chinese culture (as in many other cultures), child care provision is viewed as a feminine role.”
The paper relies on this without support.
There are wide discrepancies in socioeconomic and health care resources between urban and rural residents, with rural grandparents disadvantaged in health capitals.
“With wide discrepancies in socioeconomic and health care resources between urban and rural residents, rural grandparents are clearly at a disadvantage with regard to health capitals.”
The paper relies on this without support.
Rural grandparents lack pension programs and are more likely to be dependent on their children.
“With an absence of pension programs, they are much more likely to be dependent on their children.”
The paper relies on this without support.
Urban grandparents are more financially independent and have more resources, such as a larger social network and easier access to transportation.
“In comparison, urban grandparents are much more financially independent and have more resources at their disposal (e.g., larger social network and easier access to transportation).”
The paper relies on this without support.
The cultural imperative of filial piety and the expectation of adult children providing support for parents are stronger for rural than urban older adults.
“On the one hand, the cultural imperative of filial piety, the need, and the expectation of adult children providing support for parents are stronger for rural than urban older adults.”
The paper relies on this without support.
Strong intergenerational bonds define Chinese tradition, and caring for grandchildren is often not perceived as a privilege or burden but a normative way of life for many grandparents.
“In a context where strong intergenerational bonds define its tradition, caring for grandchildren is often not perceived as a privilege or burden but a normative way of life for many grandparents.”
The paper relies on this without support.
Grandchild care is not an isolated event but an essential part of a dynamic system of family exchange.
“It is not an isolated event but an essential part of a dynamic system of family exchange.”
The paper relies on this without support.
Grandfathers are not culturally expected to be in nurturing roles and often do not do so when grandmothers are present.
“Given that grandfathers are not culturally expected to be in nurturing roles and often do not do so when the grandmothers are present, the lack of normative support could make daily caregiving more difficult and stressful.”
The paper relies on this without support.
Caregiving requires older adults to have basic functional ability.
“Because caregiving must require older adults to have basic functional ability, the less robust findings on ADL may not be surprising because the selection effect may be stronger.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Reported coefficient signs do not support the claimed urban buffer
MajorWith higher scores indicating better health, a positive 0.09 care effect is not a negative effect. Adding the stated −0.11 urban interaction gives an urban effect of −0.02, rather than removing a negative effect.
“The negative effect that is associated with intensive care (0.09) is wiped out for urban grandparents when adding the interaction term (-0.11) in the intercept model (Model 3 in Table 3).”
“We have reverse-coded selfrated health so that higher values indicate better health.”
Caregiving categories disagree at exactly 15 hours
MinorThe text assigns 15 hours per week to high-intensity care, while the table defines that category as more than 15 hours. The classification of someone providing exactly 15 hours is inconsistent.
“We operationalize caregiving load as "high intensity" (i.e., 15 or more caregiving hours per week), "low intensity" (i.e., 1-14 caregiving hours per week), and "no-care" (reference group).”
“High intensity (more than 15 hr per week)”
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Cited by
Sorted by citations
Items 101–200 of 367
Understanding the effects of widowhood on health in China: Mechanisms and heterogeneity
Li, Q., Smith, J. P., & Zhao, Y. (2023) · The Journal of the Economics of Ageing · doi:10.1016/j.jeoa.2023.100458 · Cited by 18
Yan, X., Wu, W., Chen, X., Xu, G., Yu, S., & Li, S. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1224062 · Cited by 18
“Furthermore, while research has explored factors like caregiving frequency (37), intensity (38), number of grandchildren (39), and cohabitation (40).”
BackgroundImpacts of grandparenting on older Chinese adults’ mental health: a cross-sectional study
Wang, H., & Huang, J. (2023) · BMC Geriatrics · doi:10.1186/s12877-023-04396-x · Cited by 20
“In addition to existing Chinese studies that emphasize the benefits of low-intensity caregiving [4, 16, 17, 48, 49], we also proposed that high-intensity grandparenting can provide health advantages.”
BackgroundGuan, H., Wang, H., Huang, J., et al. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15050883 · Cited by 18
“Some research suggests that grandparents may be less likely to help children in need because they grew up decades earlier and may be less inclined to understand health risks and resources [16].”
BackgroundChen, F., Bao, L., Shattuck, R. M., Borja, J. B., & Gultiano, S. A. (2015) · Research on Aging · doi:10.1177/0164027515611181 · Cited by 18
“…health implications of grandparental caregiving suggest that its effect depends on the normative and socioeconomic contexts as well as the intensity of caregiving and individuals’ feelings about the circumstances of caregiving (Chen, Mair, Bao, & Yang, 2015; Chen & Liu, 2012; Musil et al., 2010).”
BackgroundSelf-citationGrandmothers and the Gender Gap in the Mexican Labor Market
Marcos, M. Á. T. (2022) · doi:10.18235/0004208 · Cited by 17
Hou, X., Luo, Y., Yang, F., Zhu, X., Gao, X., Wang, W., Qiao, G., & Zhou, J. W. (2024) · BMC Public Health · doi:10.1186/s12889-024-18106-8 · Cited by 16
“We do not consider the number of grandchildren cared for and the intensity of grandchild care.”
BackgroundMao, W., Chi, I., & Wu, S. (2018) · Research on Aging · doi:10.1177/0164027518783512 · Cited by 15
Alderete, E., Sonderegger, L., & Pérez‐Stable, E. J. (2018) · International Journal for Equity in Health · doi:10.1186/s12939-018-0856-3 · Cited by 18
The Meaning and Performance of the Grandparenting Role among Young Old Czechs
Vidovićová, L., Galčanová, L., & Kafková, M. P. (2015) · Czech Sociological Review · doi:10.13060/00380288.2015.51.5.213 · Cited by 15
Wang, H., Gao, X., Xu, Z., Li, Y., Zhang, X., & Rosenberg, M. W. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19084896 · Cited by 15
“For example, the purchase of real estate is not only associated with older people’s own preference of settlements but also with the opportunity of living close to where their adult children live and taking care of their grandchildren [20,21].”
BackgroundWang, X., Gao, L., Guo, C., Hu, Y., Zhang, X., Yao, Z., Wu, Y., Lian, F., Yang, J., & Xu, X. (2022) · Health & Social Care in the Community · doi:10.1111/hsc.13852 · Cited by 15
Yang, F., Zheng, J., Li, W., Liu, S., Ya, X., & Gu, L. (2025) · Youth & Society · doi:10.1177/0044118x241312355 · Cited by 17
“Rejection, if gender-differentiated, could reinforce traditional roles, while overprotection might limit exposure to diverse perspectives (F. Chen & Liu, 2011).”
Chang, Y., Li, Y., & Zhang, X. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.01719 · Cited by 15
Wang, S., Li, J.-L., Wang, S., Mi, C., Wang, W., Xu, Z.-J., Xiong, W., Tang, L.-X., & Li, Y.-Z. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.855631 · Cited by 13
“Grandparents raising their grandchildren is common in China; thus, the monitoring of children’s behavioral and emotional difficulties is generally lacking (27, 28).”
BackgroundLamsal, R., Yeh, E. A., Pullenayegum, E., & Ungar, W. J. (2023) · PharmacoEconomics · doi:10.1007/s40273-023-01331-1 · Cited by 18
“Other family members, such as grandparents, may experience caregiving and family effects if they are involved in caregiving or share strong ties with a grandchild [105–107].”
BackgroundZhang, M., & Cheng, Q. (2024) · SAGE Open · doi:10.1177/21582440241259161 · Cited by 17
“As depicted in many previous studies, it has almost become a new norm for Chinese elders to take up the responsibility of grandchild care (Zhang, 2020; Chen & Liu, 2012; Cong & Silverstein, 2012; Xiao, 2014).”
Bektas, G., Boelsma, F., Gündüz, M., Klaassen, E. N., Seidell, J. C., Wesdorp, C. L., & Dijkstra, S. C. (2022) · BMC Public Health · doi:10.1186/s12889-022-13768-8 · Cited by 14
Sandwiched Grandparents and Biological Health Risks in China
Xu, H., Liu, J., Zhang, Z., & Li, L. (2022) · Journal of Health and Social Behavior · doi:10.1177/00221465211069895 · Cited by 14
Xiong, Q., Zheng, Y., Gu, R., Wen, J., & Li, Z. (2022) · Asia Pacific Journal of Marketing and Logistics · doi:10.1108/apjml-12-2021-0894 · Cited by 13
Hong, Y., & Xu, W. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1217998 · Cited by 14
“And it is also in line with the Role Accumulation Theory which assumes that participating in caregiving activities may compensate grandparents for the loss of their former roles by injecting meaning into their lives (33).”
BackgroundResultInfluentialSchool Bonding, Peer Associations, and Self-Views
Liu, R. X. (2013) · Youth & Society · doi:10.1177/0044118x13496825 · Cited by 13
“The positive effects of attachment to paternal grandparents in Chinese context reaffirm the importance of intergenerational family ties in China where grandparent involvement is common and normative (Chen & Liu, 2012).”
BackgroundInfluentialHealth Trajectories of Women in China: The Role of Parental Caregiving
Liu, G., & Dupre, M. E. (2014) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbu144 · Cited by 15
“Accordingly, prior research has shown a nonlinear pattern of health decline among Chinese adults (see Chen et al., 2010; Chen & Liu, 2012).”
BackgroundSelf-citationTrevisan, C., Pamio, M. V., Curreri, C., Maggi, S., Baggio, G., Zambon, S., Sartori, L., Perissinotto, E., Crepaldi, G., Manzato, E., et al. (2017) · International Journal of Geriatric Psychiatry · doi:10.1002/gps.4750 · Cited by 13
Yang, W.-J., Hu, H., Yang, Y., Li, J., & Guo, H. (2021) · BMC Infectious Diseases · doi:10.1186/s12879-021-06114-7 · Cited by 13
“As it’s a common phenomenon for Chinese grandparents to take care of their grandchildren [25, 26].”
BackgroundWang, R., Dong, G., Zhou, Y., Du, T., Dong, G., & Helbich, M. (2024) · Landscape and Urban Planning · doi:10.1016/j.landurbplan.2024.105025 · Cited by 14
Song, Q., & Chen, F. (2018) · Journal of Aging and Health · doi:10.1177/0898264318804112 · Cited by 12
“…arrangement may be in line with the “role enhancement” theory, in which older adults have a greater sense of purpose by occupying a culturally sanctioned role, and thus have better mental health and experience a slower health decline as they age (F. Chen & Liu, 2012; Silverstein et al., 2006).”
BackgroundInfluentialSelf-citationLiu, Y., & Cong, Z. (2019) · Journal of Intergenerational Relationships · doi:10.1080/15350770.2018.1535353 · Cited by 13
Grandparenting and life satisfaction among Chinese elderlies: a study of possible mechanisms
Cheng, X., & Ariyo, T. (2023) · BMC Geriatrics · doi:10.1186/s12877-023-04540-7 · Cited by 13
The impact of maternal employment on children's adiposity: Evidence from China's labor policy reform
Jo, Y., & Wang, Q. (2017) · Health Economics · doi:10.1002/hec.3498 · Cited by 10
“In China, it is common for three generations of a family to reside in the same household and for grandparents to provide child care (Chen & Liu, 2012; Nie & Sousa-Poza, 2014).”
The Role of Fertility in the Demography of Grandparenthood: Evidence from Italy
Gessa, G. D., Bordone, V., & Arpino, B. (2020) · Journal of Population Ageing · doi:10.1007/s12062-020-09310-6 · Cited by 11
Oshio, T. (2021) · Journal of Epidemiology · doi:10.2188/jea.je20200529 · Cited by 12
Fu, L., Wang, Y., & He, L. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17020556 · Cited by 12
Wong, W. I., & VanderLaan, D. P. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108561716.009 · Cited by 12
Phulkerd, S., Gray, R. S., & Chamratrithirong, A. (2020) · BMC Geriatrics · doi:10.1186/s12877-020-01884-2 · Cited by 14
“Given the enhanced meaning to their life, these older adults may give higher priority to a healthy lifestyle, including eating FV [28, 29].”
BackgroundKim, H. J., LaPierre, T. A., & Chapin, R. K. (2016) · Ageing and Society · doi:10.1017/s0144686x16001215 · Cited by 11
The Burden of Grandparenting among Chinese older adults in the Greater Chicago area—The PINE Study
Dong, X., Chang, E., & Bergren, S. M. (2014) · AIMS Medical Science · doi:10.3934/medsci.2014.2.125 · Cited by 11
“Traditional Confucian beliefs emphasize older adults and grandparents as important and valued due to their wisdom and experiences, which may lead to appreciation from children and positive grandparenting experiences [4].”
BackgroundInfluentialLiu, R. X. (2019) · Sociological Focus · doi:10.1080/00380237.2019.1668320 · Cited by 12
Arpino, B., & Bellani, D. (2022) · Frontiers in Sociology · doi:10.3389/fsoc.2021.806099 · Cited by 10
Tarhan, N., Arslan, M., & Şar, S. (2017) · European Journal of Integrative Medicine · doi:10.1016/j.eujim.2017.10.007 · Cited by 11
Li, S., Xu, H., & Li, Y. (2021) · Current Psychology · doi:10.1007/s12144-021-01787-4 · Cited by 12
“However, many studies have shown that grandparenting has two perspectives, one that is beneficial and one that is harmful for grandparents’ mental health (Chen & Liu, 2012).”
BackgroundInfluentialHome Environment and Early Development of Rural Children: Evidence from Guizhou Province in China
Kuhn, L., Liu, C., Wang, T., & Luo, R. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18116121 · Cited by 10
“The high-intensity care required for small infants is reported to have detrimental health effects on grandparents [60], especially for elderly caregivers who are not adequately supported financially by their migrant children [61].”
BackgroundDing, Z., Yang, Q. X., Xiong, J., Yang, L., & Yin, S. (2020) · Journal of Adult Development · doi:10.1007/s10804-020-09360-2 · Cited by 10
Sun, K., & Dutta, M. J. (2021) · Qualitative Social Work · doi:10.1177/14733250211018731 · Cited by 10
The Experience of Grandparenting Young Children
Huang, Y., Zhao, Q. L., Reynolds, N. R., Tang, S., Yan, F., Wang, Y., & Sun, M. (2021) · Journal of Gerontological Social Work · doi:10.1080/01634372.2021.1965687 · Cited by 10
“Chen and Liu (2012) proposed that grandparenting has no universal benefits or damages to health, and should be examined under different cultural and social contexts.”
BackgroundChen, M., Tang, S., Kelley, S. J., Chen, Q., Lo, C. K. M., Chan, K. L., & Ip, P. (2023) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2023.106108 · Cited by 10
“Their Happiness Is My Happiness”--- Chinese Visiting Grandparents Grandparenting in the US
Zhu, M., Keene, D. E., & Monin, J. K. (2019) · Journal of Intergenerational Relationships · doi:10.1080/15350770.2019.1575781 · Cited by 10
Perceived Health Status of and Moderating Factors in Elderly People Caring for Their Grandchildren
Kim, K. M., Lee, J. J., & Chung, U. (2020) · Psychiatry Investigation · doi:10.30773/pi.2019.0115 · Cited by 10
The Not So Subtle and Status Quo Maintaining Nature of Everyday Sexism
Vescio, T. K., & Kosakowska‐Berezecka, N. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108561716.019 · Cited by 10
Fu, L., Wang, Y., & He, L. (2020) · Healthcare · doi:10.3390/healthcare8030317 · Cited by 10
Zhang, L., Gu, R., Li, A., & Wang, J. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1196234 · Cited by 10
“Rural grandparents are more financially dependent on their adult children and consider grandchild care as a reciprocal form of intergenerational exchange (23).”
Liu, Y., & Li, J. (2024) · Cities · doi:10.1016/j.cities.2024.105160 · Cited by 10
Liu, R. X. (2015) · Sociological Focus · doi:10.1080/00380237.2015.977726 · Cited by 8
Grandparenting and Well-Being of the Elderly in China
Luo, Q., Fidrmuc, J., & Wang, H. (2022) · Journal of Family Issues · doi:10.1177/0192513x221127024 · Cited by 10
“…that grandparenting, especially intensive grandparenting, has an adverse effect on physical health of the elderly (Jendrek, 1993; Hayslip & Shore, 2000; Chen & Liu, 2012; Musil et al., 2017; Yalcin et al., 2018), our fi nding do not suggest that grandparenting accelerates physical health decline.”
BackgroundMethodGender differences in years of remaining life by living arrangement among older Singaporeans
Chan, A. W.-M., Visaria, A., Gubhaju, B., et al. (2021) · European Journal of Ageing · doi:10.1007/s10433-020-00594-3 · Cited by 9
Grandparenthood and Grandparenting in Asia
Dommaraju, P., & Wong, S. (2022) · Springer eBooks · doi:10.1007/978-981-16-1914-4_40-1 · Cited by 11
Zeng, T., Yang, Y., & Man, S. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19148704 · Cited by 9
“An important reason was that sons were more likely to choose intergenerational cohabitation after marriage and have more daily contact with their parents [53].”
BackgroundYang, L. D., Yang, Z., Li, H., et al. (2023) · BMC Musculoskeletal Disorders · doi:10.1186/s12891-023-06251-x · Cited by 9
“Nevertheless, elderly living in three-generation households experiences a slightly more rapid health decline than those who live alone [40].”
BackgroundIs intergenerational care associated with depression in older adults?
Han, S., Guo, J., & Xiang, J. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1325049 · Cited by 9
Barman, P., & Sahoo, H. (2024) · BMC Geriatrics · doi:10.1186/s12877-024-04998-z · Cited by 9
“The “second shift” phenomenon, in which grandparents work and provide care, may also add to the burdens already placed on those living in senior housing [14–18].”
BackgroundXie, D., & Wang, J. (2024) · Innovation in Aging · doi:10.1093/geroni/igae059 · Cited by 8
“( Chen & Liu, 2012).”
Grandparental childcare and subjective well-being: The role of activities and reasons for care
Glaser, K., & Gessa, G. D. (2025) · Social Science & Medicine · doi:10.1016/j.socscimed.2025.117711 · Cited by 8
Zimmer, Z., & Chiu, C. (2021) · Demography · doi:10.1215/00703370-8996307 · Cited by 10
The Impact of Gender and Culture in Consumer Behavior
Ng, S., Bharti, M., & Faust, N. T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108561716.021 · Cited by 9
Yang, Y., Evandrou, M., & Vlachantoni, A. (2022) · Genus · doi:10.1186/s41118-022-00160-y · Cited by 8
Silverstein, M. D., & Xu, Y. (2022) · Public Policy & Aging Report · doi:10.1093/ppar/prac012 · Cited by 9
Influence of different caregiving styles on fundamental movement skills among children
Hu, J., Zhang, S., Ye, W., Zhu, Y., Zhou, H., Lu, L., Chen, Q., & Korivi, M. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1232551 · Cited by 8
Dong, S., Dong, Q., & Chen, M. (2024) · Journal of Interpersonal Violence · doi:10.1177/08862605241246001 · Cited by 9
“In China, despite cultural norms that expect this parenting role, grandparents continue to lack adequate support, face poor health, and various difficulties with caregiving tasks (F. Chen & Liu, 2012).”
The contributions of grandparents to preadolescent grandchildren's social skills in rural Malaysia
Tan, J., Gan, S. W., Cheah, C. S. L., Tan, S. A., Nainee, S., Yap, C. C., & Yee, H. K. (2024) · Journal of Research on Adolescence · doi:10.1111/jora.12959 · Cited by 8
Grandparents providing care for grandchildren and employment status of grandparents in South Korea
Kim, H. J. (2017) · Journal of Women & Aging · doi:10.1080/08952841.2016.1259443 · Cited by 8
“Several researchers describe that grandchild care has been one of the main roles for the middle- and older-aged (Chen & Liu, 2012; Jun, 2015) adults.”
BackgroundCoresidence increases the risk of testing positive for COVID-19 among older Brazilians
Andrade, F. C. D., Quashie, N. T., & Schwartzman, L. F. (2022) · BMC Geriatrics · doi:10.1186/s12877-022-02800-6 · Cited by 7
“Research among older adults in China, where grandparent caregiving is socially expected, suggests that grandparents in skipped generation households experience slower health declines than grandparents with other living arrangements [33].”
BackgroundThonglor, R., Nakamura, K., & Seino, K. (2022) · Health & Social Care in the Community · doi:10.1111/hsc.13940 · Cited by 8
Cultural Influences on Body Image and Body Esteem
Sotiriou, E. G., & Awad, G. H. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108561716.018 · Cited by 8
Resistant to change? The transition to parenthood among married adults in China
Tong, Y., Piotrowski, M. P., & Zhang, Y. (2017) · Journal of Family Therapy · doi:10.1111/1467-6427.12150 · Cited by 8
“…really pay the cost of childbearing or provide childcare for their grandchildren, previous studies have shown that full-time childcare provision of grandparents for their adult children and intergeneration money exchanges have a significant effect on elderly wellbeing (e.g. Chen and Liu, 2012).”
BackgroundExamining the evolution of research on grandparent caregiving
Chang, Y., Cai, X., & Shao, N. (2025) · Children and Youth Services Review · doi:10.1016/j.childyouth.2025.108333 · Cited by 8
Mobility and Quality of Life of the Elderly in Urban China: The Role of Household Structure
Feng, J. (2015) · Springer eBooks · doi:10.1007/978-3-662-48184-4_6 · Cited by 8
The Implications of Providing Grandchild Care for Grandparents’ Marital Quality
Wang, S., & Mutchler, J. E. (2020) · Journal of Family Issues · doi:10.1177/0192513x20934845 · Cited by 7
Pan, X., Luo, Y., & Bishop, N. J. (2021) · The International Journal of Aging and Human Development · doi:10.1177/00914150211050877 · Cited by 8
“…or never married), educational level (middle school or below vs. high school or above), annual total household income (log transformed), mental health, and self-rated health (SRH) as control variables (Chen & Liu, 2012; Ko & Hank, 2014; Lei et al., 2012; Lei et al., 2014; Nie et al., 2011).”
MethodLi, H., Gan, L., Xu, D. R., & Chen, J. (2022) · The International Journal of Aging and Human Development · doi:10.1177/00914150221084644 · Cited by 9
“…parent, and volunteer), less social support, and lessened resourcefulness, wherein social support and resourcefulness moderated the relationship between caregiving stress, caregiver strain, and depressive symptoms (Chen & Liu, 2012; Jendrek, 1994; Minkler, 1999; Musil et al., 2009; Xu, 2019).”
BackgroundPengpid, S., & Peltzer, K. (2023) · Clinical Gerontologist · doi:10.1080/07317115.2023.2240793 · Cited by 7
“It has been suggested that in African cultures grand-parenting is common and it is not viewed as stressful (Mtshali, 2015), decreasing the impact of intense and conflicting role demands even with intense caregiving (7 days/week) as posited by the role strain theory (F. Chen & Liu, 2012).”
BackgroundNadorff, D. K., & Patrick, J. H. (2018) · Journal of Intergenerational Relationships · doi:10.1080/15350770.2018.1477398 · Cited by 7
Mozafari, A. R., & Xu, X. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108561716.029 · Cited by 7
Wong, J. Y. H., Zhao, M., Tong, Y., & Chen, F. (2025) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbaf054 · Cited by 6
Self-citationCaring for Grandchildren and Dementia Among Older Adults in China
Zhou, Z., & Hong, X. (2025) · JAMA Network Open · doi:10.1001/jamanetworkopen.2025.19622 · Cited by 7
Pinto, M. F. (2022) · Economic Development and Cultural Change · doi:10.1086/719161 · Cited by 6
Luo, L., Xing, Y., Zhao, S., Ren, W., & Zhang, L. (2025) · BMC Geriatrics · doi:10.1186/s12877-025-06408-4 · Cited by 10
“These interactions provide role continuity, emotional connection, and a sense of life purpose [42, 43].”
Wang, P., & Tao, C. (2024) · Archives of Gerontology and Geriatrics · doi:10.1016/j.archger.2024.105393 · Cited by 5
How do older adults react to social robots’ offspring-like voices
Zhou, C. Y., & Dong, W. (2024) · Social Science & Medicine · doi:10.1016/j.socscimed.2024.117545 · Cited by 6
Grandparenting, Social Relations, and Mortality in Old Age
Jang, H., Tang, F., Fusco, R. A., Engel, R. J., & Albert, S. M. (2021) · Research on Aging · doi:10.1177/01640275211015433 · Cited by 5
“Researchers often assume that those who live with their grandchildren share caregiving responsibility with their adult children, although the extent of the care they provide can vary widely (Chen & Liu, 2011).”
BackgroundKoss, M. P., Hansen, M., Anderson, E. J., Bach, M. H., & Bramsen, R. H. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108561716.035 · Cited by 5
Parenting and parent–child home practice during the COVID-19 pandemic: a case in central China
Lu, J., Zhang, M., & Yuan, M. (2023) · Scientific Reports · doi:10.1038/s41598-023-45726-8 · Cited by 5
“Among the common patterns of parents living with grandparents in China, the majority live with their parents, who tend to have a more harmonious relationship with their father and, thus, may better contribute to the father’s feeling of being a good parent.”
BackgroundInfluentialGender Differences in Grandparent Attachment Among Chinese Students
Liu, R. X., & Chen, Z. (2016) · International Journal of School Health · doi:10.17795/intjsh-32195 · Cited by 5
“This extensive caregiving for grandchildren in China departs from the occasional helper or entertainer role typically described of western grandparents (2, 4), and applies even in intact families where both parents are present.”
BackgroundDai, Q., Lim, A. K., & Xu, Q. (2017) · Early Child Development and Care · doi:10.1080/03004430.2017.1385608 · Cited by 5
Suicidal Ideation of the Elderly According to Their Involvement in Grandchild Care
Lee, J., Lee, A., Lee, D.-E., et al. (2019) · Psychiatry Investigation · doi:10.30773/pi.2019.06.06 · Cited by 5
Qualitative study of Stroke Survivors’ Perceptions of Secondary Prevention
Lin, B., Zhang, Z., Thrift, A. G., Wang, W., Mei, Y., Guo, Y., Liu, L., Liu, F., & Xue, L. (2021) · Journal of Advanced Nursing · doi:10.1111/jan.15079 · Cited by 5
How long can Chinese women work after retirement based on health level: Evidence from the CHARLS
Cheng, X., Fang, Y., & Zeng, Y. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.987362 · Cited by 5
“In addition, the three-child policy is currently being advocated in China (55), due to China’s strong traditional intergenerational ties and the inadequacy of the current childcare system (56, 57), more and more women prefer to retire to care for their grandchildren to reduce the pressure on their children (58, 59).”
BackgroundTrappolini, E., Rimoldi, S., & Terzera, L. (2021) · Frontiers in Human Dynamics · doi:10.3389/fhumd.2021.642728 · Cited by 5
“With a particular focus on co-residing grandparents, some studies found that looking after grandchild(ren) may have negative consequences on grandparents’ health, who are more likely to experience health declines and to report depressive symptoms compared to those who provide lower levels of grandchild care or no gran…”
BackgroundHuang, J.-J., Lin, H., Lee, B., & Chen, C. (2016) · Journal of Women & Aging · doi:10.1080/08952841.2014.950902 · Cited by 5
“Grandmothers who live with grandchildren or provide full-time care for them might be subjected to many demands, which could prevent them from spending time exercising, enjoying leisure activities, or taking care of themselves and their health (Chen & Liu, 2012).”
BackgroundInfluentialBridging the Gap: Theory and Research in Social Gerontology
Samanta, T. (2016) · Springer eBooks · doi:10.1007/978-981-10-1654-7_1 · Cited by 5
Zadeh, A. Z. P., Javadnoori, M., Abedi, P., et al. (2016) · Jundishapur Journal of Chronic Disease Care · doi:10.17795/jjcdc-36549 · Cited by 4
“Some of the symptoms often experienced by caregivers include sleep disruption, back, shoulders and neck pain, muscular spasm, headache, gastrointestinal disorders, weight fluctuation, hair loss, excessive fatigue, high blood pressure, arrhythmia, palpitation, skin disorders, oral problems, infertility and its associat…”
Background
Metadata
- Authors
- Chen, F., & Liu, G.
- Affiliations
- University of Maryland, College Park (US)
- Duke University (US)
- Venue
- The Journals of Gerontology Series B: Psychological Sciences and Social Sciences
- Publisher
- Oxford University Press (OUP)
- Published
- 2011-12-07
- Volume
- 67B
- Issue
- 1
- Pages
- 99-112
- ISSN
- 1079-5014 (ISSN-L)
- 1758-5368
- PMC
- PMC3267025
- OpenAlex
- W2134956216
- Cited by
- 378
- References
- 75
- Citations by year
- 2026: 22 · 2025: 41 · 2024: 33 · 2023: 24 · 2022: 39 · 2021: 43 · 2020: 70 · 2019: 17 · 2018: 18 · 2017: 16 · 2016: 16 · 2015: 12 · 2014: 10 · 2013: 7 · 2012: 2
- FWCI
- 18.68
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- The Journals of Gerontology Series B (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (submittedVersion)
- PubMed Central (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- HighWire Press Open Archive (submittedVersion)
- Topics
- Social Sciences › Sociology and Political Science › Intergenerational Family Dynamics and Caregiving
- Social Sciences › Gender Studies › Demographic Trends and Gender Preferences
- Social Sciences › Economics, Econometrics and Finance › Finance › Financial Literacy, Pension, Retirement Analysis
- Keywords
- grandparenting, grandchild care, older adults' health, health trajectories, skipped-generation households, three-generation family, living arrangements, care intensity
- MeSH terms
- Aged, China, Family, Family Characteristics, Female, Health Status
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