Evidence map›Paper›PMID 34197470›Full record

ArticlePloS one2021

Societal perceptions of caregivers linked to culture across 20 countries: Evidence from a 10-billion-word database.

Reuben Ng, Nicole Indran

Abstract read
In one paragraph

Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
42citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

42 citing papers in PubMed, 1 synthesis or guideline pooled it.

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  8. Resilience and its association with caregiving and psychosocial factors among lung cancer caregivers in Vietnam.European journal of oncology nursing : the official journal of European Oncology Nursing Society · 2025
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Reuben NgLee Kuan Yew School of Public Policy, National University of Singapore, Singapore, Singapore.ORCID 0000-0002-1186-0570
Nicole IndranLee Kuan Yew School of Public Policy, National University of Singapore, Singapore, Singapore.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Caregivers play an indispensable role in society. In 2017, 41 million family caregivers in the United States provided approximately 34 billion hours of care to their aging parents, spouses, partners and friends. The estimated economic value of their unpaid contributions amounted to $470 billion. Despite their invaluable contributions, caregivers often operate in a reality of inadequate social support. Little is known about the factors linked to the societal perceptions of caregivers, and our study seeks to contribute by filling this gap. Importantly, whether society honors or stigmatizes caregivers is critical as it could impact caregiving decisions and either exacerbate or ameliorate caregiver burden. We leveraged an online media database of 10 billion words collated from over 28 million articles, across 20 countries, to analyze societal perceptions of caregivers. Of the 20 countries, 18 evidenced neutral to positive perceptions of caregivers. Bangladesh and Ghana had the most positive perceptions, while Sri Lanka and Tanzania had the most negative perceptions. Aging demographics and culture (individualism, masculinity and uncertainty avoidance) were significantly associated with perceptions of caregivers. Findings suggest that positive perceptions of caregivers can be better cultivated when caring is lauded as a virtuous act that aids in reducing the care deficit. This study is among the first to analyze the societal perceptions of caregivers globally, and lays the groundwork to design culturally sensitive interventions that increase society's appreciation for caregivers.

Indexed as

AgingCaregiversCultural CharacteristicsDatabases, FactualHumansInternetSocial Perception

Identifiers

PMID34197470
PMCPMC8248619

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.