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Record W4413358226 · doi:10.5334/ijic.nacic24031

Building on community assets to enable health and community financial wellness together

2025· article· en· W4413358226 on OpenAlexaboutno aff
Shawna McGhan, Lisa Allen Scott, Stephanie K. Patterson, Brian Match, Joanne L. Stewart

Bibliographic record

VenueInternational Journal of Integrated Care · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicCommunity Development and Social Impact
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessHealth careFinanceKnowledge managementProcess managementComputer scienceEconomic growthEconomics

Abstract

fetched live from OpenAlex

Background: If we know that insufficient income is one of the most powerful factors impacting health and is linked to higher rates of cancer, chronic disease, and healthcare utilization, what role can the health system and community play in improving financial wellness Approach: To focus on root causes - the determinants of health and health disparities, a groundbreaking collaboration called Reducing the Impact of Financial Strain (RIFS) in Alberta, Canada was initiated between Primary Care Networks and communities. Primary care teams screened for and responded to the financial concerns of their patients, while teams from multiple sectors within communities came together to discuss financial strain, identify community assets, and find ways to build relationships.Health promotion and primary care teams from 4 rural communities invited community members and partners together including Primary Care Networks and clinics, Alberta Health Services (AHS) (public health, nutrition, primary health, mental health, etc), social organizations, municipalities, faith groups, indigenous partners and organizations, police, libraries, businesses, nonprofit groups, community agencies and community members. As they engaged and created connections, they began to discover a shared vision and common understanding of their community. Together, they uncovered related local assets through asset mapping and explored experiences of those with financial strain through coffee chats, digital storytelling, journey mapping, and poverty simulations. Principles from asset-based community development and human centred design help guide a collaborative approach.The multi-sectoral community teams were supported from provincial and regional partners including Alberta Medical Association and AHS and locally, co-create financial wellness goals and enabled action. Primary care teams infused empathy as they established workflows, whole team capacity, connections to community supports and patient trust. They wove financial wellness into health care conversations with patients around one validated question- do you ever have difficulty making ends meet at the end of the month. Results: Primary care reported a shift in mindsets about their role in social care and patients with financial strain and found patient interactions became more meaningful and effective. Most primary care teams went from feeling medical needs should be their focus to agreeing that screening for financial strain is important, relevant to practice, and easily implemented. Primary care teams established strong relationships with community partners that have been sustained.Collectively, communities took local action inspired by the Building Financial Well-being Toolkit. Community partners stated working together was the way of the future as part of collaborative factors inventory scale conversations. They uncovered services they did not know existed and provided co-designed innovative solutions with diverse stakeholders.Four years after the start of collaborative action, local communities and primary care continue to explore ways to support their local community. Some host collaborative primary care and community conversations, hired community navigators, and strengthen relationships and collective action. Implications: Collaboration among the health team with community partners and citizens is a key mechanism to support social determinants of health. Stories and discoveries featured at https://financialwellness.healthiertogether.ca/ website offer inspiration for others. Health systems such as primary care, public health, and social care can embrace integrated approaches and resource collaboration to tackle root causes and health inequities with communities and citizens. Plans to Modernizing Alberta Primary Health Care at the government level is calling to leverage this work as they move towards a regional model that serves the entire population within a defined geographic region.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.427
Threshold uncertainty score0.870

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.038
GPT teacher head0.317
Teacher spread0.279 · 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 designNot applicable
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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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