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Record W4200043089 · doi:10.1093/geroni/igab046.2928

The Life Satisfaction of Informal Caregivers in Europe: Regime Type, Intersectionality, and Stress Process Factors

2021· article· en· W4200043089 on OpenAlexaff
Sean Browning

Bibliographic record

VenueInnovation in Aging · 2021
Typearticle
Languageen
FieldHealth Professions
TopicFamily and Patient Care in Intensive Care Units
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsContext (archaeology)WelfareWelfare stateLife satisfactionPsychologySocial supportDemographic economicsIntersectionalitySocial psychologySociologyPolitical scienceEconomicsGeographyGender studies

Abstract

fetched live from OpenAlex

Abstract This research assessed the role of welfare state/family care regimes, intersecting social locations and stress process factors in influencing the life satisfaction of informal caregivers of care recipients with age-related needs or disabilities within a European international context. Empirical analyses were conducted with a sample of informal caregivers residing in Denmark, Sweden, France, Germany, Italy, Greece and the United Kingdom (n=6,007). Ordinary least squares and ordered logit regression models revealed that welfare state/family care regime, intersecting social locations, and stress process factors were independently associated with the life satisfaction of informal caregivers. Furthermore, there was some evidence to suggest that social location and stress process factors intervened in some of the relationships between regime type and life satisfaction. There was also some evidence that stress process factors intervened in the relationships between social location factors and life satisfaction. Overall, the results provide support for integrating welfare state/family care regime type and intersectionality factors into the stress process model as applied to the context of informal caregiving. The results also have policy and practice implications with regards to which social location and stress process factors explain specific disparities in life satisfaction between informal caregivers residing in different welfare state/family care regimes.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.092
Threshold uncertainty score0.625

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.073
GPT teacher head0.375
Teacher spread0.301 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2021
Admission routes1
Has abstractyes

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