A rapid review of initiatives to address financial strain and wellbeing in high-income contexts
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
INTRODUCTION: The coronavirus disease 2019 (COVID-19) pandemic has exacerbated financial strain among populations worldwide. This is concerning, given the link between financial strain and health. There is little evidence to guide action in this area, particularly from a public health perspective. To address this gap, we examined initiatives to address financial wellbeing and financial strain in high-income contexts. METHODS: We used rapid review methodology and applied an equity-focused lens in our analysis. We searched six databases (MEDLINE, PsycINFO, Web of Science, ProQuest, Informit, and Google Advanced) for peer-reviewed, academic and practice-based literature evaluating initiatives to address financial strain and wellbeing in high-income contexts published between 2015-2020. We conducted a relevancy and quality appraisal of included academic sources. We used EPPI-reviewer software to extract equity-related, descriptive data, and author-reported outcomes. RESULTS: We conducted primary screening on a total of 4779 titles/abstracts (academic n = 4385, practice-based n = 394); of these, we reviewed 182 full text articles (academic n = 87, practice-based n = 95) to assess their relevancy and fit with our research question. A total of 107 sources were excluded based on our selection criteria and relevance to the research question (Figure 1), leaving 75 sources that were extracted for this review (academic n = 39, practice-based n = 36). These sources focused on initiatives predominantly based in Australia, the US, and Canada, with a smaller number from the UK and Europe. Most sources primarily targeted financial literacy and personal/family finances, followed by employment, housing, and education. CONCLUSIONS: We found that holistic initiatives (i.e., complex, wrap-around) that ensured people's basic needs were met (for example, before building financial skills) were aligned with positive and equitable financial wellbeing and financial strain outcomes, as reported in the reviewed studies. We noted significant gaps in the literature related to equity, such as the impact of initiatives on socially excluded populations (e.g., Indigenous peoples, racialised peoples, and rural dwellers). More research using a public health lens is required to guide equitable and sustainable action in this area.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.042 | 0.099 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.004 | 0.010 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it