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Record W4410252468 · doi:10.15353/cfs-rcea.v12i1.703

Partnerships and knowledge sharing for sustainable school food systems in Saskatchewan

2025· article· en· W4410252468 on OpenAlexvenueaboutno aff
Kaylee Michnik, Hannah Blischak, Clara Castro-Zunti, Alex McGreavey, Ester Kang, Chelsea Brown, Mark Thomas, Rachel Engler‐Stringer

Bibliographic record

VenueCanadian Food Studies / La Revue canadienne des études sur l alimentation · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicDiverse Educational Innovations Studies
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessKnowledge sharingKnowledge managementEnvironmental planningComputer scienceGeography

Abstract

fetched live from OpenAlex

Introduction: School food program (SFP) delivery that uses a sustainable food systems approach has the potential to provide comprehensive health and nutrition benefits for students and communities. SFPs may be best supported through engagement with multiple sectors and partners, including agriculture, health, and education. This study aims to understand the readiness and priorities of partner organizations from across the food system to work towards sustainable SFP development in Saskatchewan (SK). Methods: A cross-sectional outreach and engagement survey was conducted across food system sectors and partners in February 2024 to inform the development of a SFP knowledge mobilization and partnership plan in SK. The survey was distributed to 321 pre-identified organizational partners across 10 food system sectors currently involved in, or with the potential to support, SFPs. Results: The survey had a 31% response rate (n=97/311). Overall, organizations prioritized improving childhood/youth nutrition, health and wellness andproviding nutrition and food-related education for students and staff.. Support for sustainable food systems more broadly, including environmental sustainability and supporting local jobs, food production, cultures, and traditions, were the least selected answers. Funding was also a gap with more than half of organizations(59%) currently supporting SFPs citing lack of funding as a challenge. Moving forward, 60% of organizations want to be informed about SFPs in SK, and 45% want to collaborate and lead towards improvement. Conclusion: The survey highlights the state of partnership support, priorities, and contributions to SK SFPs and helps build a case for increased SFP knowledge sharing, collaboration, funding, and advocacy. Improving the economic, social, and environmental sustainability of SFPs in SK requires additional funding, political leadership, continued engagement with food system organizations for multi-sector collaboration, and strengthening and harmonizing food systems policies and practices. A province-wide, universal, and sustainable SFP, managed in partnership, that respects local cultures, geographies, and concerns, and leaves the specific operations of each program within the control of adequately resourced local governing structures is a desirable step forward.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.897
Threshold uncertainty score0.916

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.088
GPT teacher head0.275
Teacher spread0.188 · 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 designTheoretical or conceptual
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

Citations0
Published2025
Admission routes2
Has abstractyes

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