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Record W4403823642 · doi:10.1093/eurpub/ckae144.247

Childhood socioeconomic status and depression in adulthood: systematic review

2024· article· en· W4403823642 on OpenAlexaboutno aff
S Damianakou, Demetris Lamnisos, Alexandros Heraclides

Bibliographic record

VenueEuropean Journal of Public Health · 2024
Typearticle
Languageen
FieldPsychology
TopicResilience and Mental Health
Canadian institutionsnot available
Fundersnot available
KeywordsSocioeconomic statusDepression (economics)PsychologyPsychiatryDemographyMedicineEnvironmental healthSociologyPopulation

Abstract

fetched live from OpenAlex

Abstract Background Low socioeconomic status (SES) is generally associated with poorer mental health, particularly depression. We carried out a systematic review to address the question of whether childhood SES is associated with depression in adulthood and the potential pathways which may explain this association. Methods We followed a systematic search strategy in PubMed and Scopus with specific inclusion and exclusion criteria. After removing duplicates, studies were screened for eligibility and quality was assessed independently by two assessors using the Newcastle-Ottawa scale. Results After the selection process, 20 observational studies (7 cohort and 13 cross-sectional) that examine the association between SES during childhood and depression in adulthood were included in the systematic review. The most common measures of childhood SES were parental education, occupation or family income, estimated subjectively and/or objectively. In 17 of the studies an inverse relationship between childhood SES and depression was shown. In 17 studies, models were employed to demonstrate the possible pathways which explain the relationship between childhood SES and depressive symptoms. The most important mediators were adult SES, psychosocial factors, childhood trauma and physical health. Conclusions Our findings reveal the long-term association between childhood socioeconomic conditions and depression later in life. Suboptimal childhood SES seems to be an important risk factor for depression in adulthood. Improving childhood socioeconomic conditions can potentially have lasting effects well beyond childhood. Key messages • Protecting children against the effects of socioeconomic adversity could reduce depression in adult life. • Policy makers should direct resources towards alleviating childhood disadvantage for promoting health in adulthood.

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)0.012
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.652
Threshold uncertainty score0.417

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
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 head0.035
GPT teacher head0.376
Teacher spread0.341 · 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

Citations3
Published2024
Admission routes1
Has abstractyes

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