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Record W4413358216 · doi:10.5334/ijic.nacic24143

Sookatagaing (Working Together) for Care: Innovative Development of Integrated Care in Northwestern Ontario through Collaboration

2025· article· en· W4413358216 on OpenAlexaboutno aff
Jennifer Lawrance, Elyse Cottrell-Martin, Kaye Leatherdale

Bibliographic record

VenueInternational Journal of Integrated Care · 2025
Typearticle
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsnot available
Fundersnot available
KeywordsIntegrated careNursingHealth careProcess managementBusinessMedicinePolitical science

Abstract

fetched live from OpenAlex

BACKGROUND: The Noojmawing Sookatagaing (Healing Working Together) Ontario Health Team (OHT) is developing new methodologies for developing integrated care, and pathways, in an area marked by its vast and diverse geography. Spanning approximately 03,000 square kilometers, the OHT area includes the District and City of Thunder Bay, encompassing rural, fly-in, First Nation, and urban communities. These unique conditions necessitate adaptable, community-specific integrated care pathways (ICPs). Two of the four OHTs in Northwestern Ontario received funding to develop pathways specifically for COPD and heart failure. Recognizing the number of people who must travel for services in the northwest, it was important for Noojmawing Sookatagaing and All Nations Health Partners (ANHP) to involve the two non-accelerated OHTs in the region to foster a regional approach to equitable access. The projects involve clinicians, service providers, and individuals with lived experience including patients, families, and caregivers who provided information on the current healthcare landscape. Through design sprints, these stakeholders co-created and validated prototypes for integrated care pathways, ensuring they are tailored to local needs. APPROACH: Our first ministry-funded Integrated Care Pathways (ICPs) provided the information and experiences needed to develop future processes for integrated care in our OHT. We subsequently developed a framework for integrated care that ensures that Indigenous culturally-safe care is the foundation of our work, and that our principles of equity, person-centred care, collaboration, and continuous improvement drive everything we do. It also ensures our seven priorities: meaningful partnership with Indigenous communities, consensus decision-making, mental and substance use health, people-centred leadership, primary care, digital health, and Francophone needs are represented in the work we do. Additionally, the values of Noojmawing Sookatagaing, as determined by our Collaboration Council, serve as the foundation for all future work. RESULTS: An Integrated Care Framework was subsequently developed at the Noojmawing Sookatagaing OHT level, emphasizing co-design with service providers, First Nation communities, and individuals with lived experience at every stage from inception to ongoing monitoring and evaluation. This framework promotes a holistic vision of care, recognizing the importance of spiritual and emotional health alongside physical and mental well-being. At the core of this framework are the OHT priorities and values developed through co-design by the Collaboration Council partners that make up the consensus-based decision-making group for Noojmawing Sookatagaing OHT. IMPLICATIONS:This presentation will share key lessons learned, highlight the significance of building strong relationships, and discuss the Integrated Care Framework developed through this collaborative effort. Our findings demonstrate the critical role of inclusive, region-specific planning in creating effective, integrated healthcare systems that meet the diverse needs of Northwestern Ontario communities. KEYWORDS: integrated care pathways, integrated care, Ontario Health Team, co-design, Northwestern Ontario, equitable healthcare, holistic health, frameworks, integrated care framework.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.260
Threshold uncertainty score0.524

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0200.011
Scholarly communication0.0070.004
Open science0.0030.019
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.001

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 head0.091
GPT teacher head0.443
Teacher spread0.352 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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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