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Record W3181125336 · doi:10.21203/rs.3.rs-96638/v1

Impacts of the 2008 Great Recession on dietary intake: a systematic review

2020· review· en· W3181125336 on OpenAlexaboutno aff
Rosemary Jenkins, Eszter P. Vamos, David Taylor‐Robinson, Christopher Millett, Anthony A Laverty

Bibliographic record

VenueResearch Square (Research Square) · 2020
Typereview
Languageen
FieldHealth Professions
TopicEmployment and Welfare Studies
Canadian institutionsnot available
FundersSchool for Public Health ResearchNational Institute for Health and Care Research
KeywordsGreat recessionRecessionEconomicsKeynesian economics

Abstract

fetched live from OpenAlex

Abstract Background: The 2008 Great Recession significantly impacted economies and individuals globally, with potential impacts on food systems and dietary intake. We systematically reviewed evidence on the impact of the Great Recession on children’s and adults’ dietary intake globally and whether disadvantaged individuals were disproportionately affected.Methods: We searched seven databases and relevant grey literature through June 2020. Longitudinal quantitative studies with the 2008 recession as the exposure and any measure of dietary intake (energy intake, dietary quality and food/macronutrient consumption) as outcomes were eligible for inclusion. Eligibility was independently assessed by two reviewers. The Newcastle Ottawa Scale was used for quality assessment. We undertook a random effects meta-analysis for changes in energy intake. Harvest plots were used to display and summarise study results for other outcomes. The study was registered with PROSPERO (CRD42019135864).Results: Forty-one studies including 2.6 million people met our inclusion criteria and were heterogenous in both methods and results. Ten studies reported energy intake, 11 dietary quality, 34 food intake, and 15 macronutrient consumption. The Great Recession was associated with a mean reduction of 39.9 calories per adult equivalent per day (95% Confidence Interval: -119.9, 40.2) in the meta-analysis of seven studies. We found reductions in dietary quality and small decreases in fruit and vegetable intake. We also found reductions in intake of meat and fish, fast food, sugary products, and soft drinks alongside an increase in the consumption of eggs and legumes. Impacts on macronutrients were inconclusive. Of 17 studies examining inequalities, 14 found that the Great Recession was associated with greater reductions in dietary intake and quality among more disadvantaged individuals. Only 4 studies investigated children’s intakes. Conclusions: The 2008 recession was associated with poorer dietary quality and decreased fruit and vegetable consumption, especially for more disadvantaged individuals. Implementing effective policies to mitigate adverse nutritional changes during the COVID pandemic and other major economic shocks should be prioritised.

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)0.032
metaresearch head score (Gemma)0.037
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch, Meta-epidemiology (narrow), Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.219
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0320.037
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0080.002
Bibliometrics0.0020.009
Science and technology studies0.0050.001
Scholarly communication0.0000.000
Open science0.0040.005
Research integrity0.0010.014
Insufficient payload (model declined to judge)0.0020.004

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 head0.380
GPT teacher head0.588
Teacher spread0.208 · 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; both teacher heads agree on what is shown here.

Study designSystematic review
Domainnot available
GenreReview

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

Citations0
Published2020
Admission routes1
Has abstractyes

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