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Record W7133007062

Examining Cross-sector Collaboration to Support Implementation of the Ontario Public Health Standards – School Health Standard Guideline

2025· dissertation· W7133007062 on OpenAlexaboutno aff
Michelle Eleanor Boersema

Bibliographic record

VenueTSpace · 2025
Typedissertation
Language
FieldHealth Professions
TopicSchool Health and Nursing Education
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral partnershipHealth promotionFacilitatorPublic healthHealth policyHealth educationWork (physics)School health
DOInot available

Abstract

fetched live from OpenAlex

In Canada and beyond, schools have been an ideal setting to promote the health of children and youth, and the Comprehensive School Health approach has been an evidence-based way to engage in this work with a demonstrated return on investment. Ontario has established commitment to the Comprehensive School Health approach through provincial level policy, such as the Ontario Public Health Standards (OPHS). Through the OPHS School Health Standard, Public Health Units (PHUs) in Ontario are directed to work in partnership and collaboration with school boards and schools to develop a Comprehensive School Health promotion approach to promote the health of children and youth. Literature has identified that collaboration between the health and education sectors is an important facilitator of the Comprehensive School Health approach and related policy direction. Through a qualitative descriptive study this thesis project sought to examine the structures, practices, mechanisms, as well as facilitators and barriers to partnership and collaboration between Ontario PHUs and school boards. The Health in All Policies (HiAP) model was used to guide data collection and analysis. Data were collected from 13 PHUs through an electronic survey and document collection. Findings identified different provincial level policies that facilitate collaboration between PHUs and school boards (e.g. OPHS, PPMs); however, a barrier noted was the lack of one consistent or overarching provincial policy across the health and education sectors that supports or facilitates collaboration. At the local level, PHUs and school boards declare and demonstrate their partnership commitments in a variety of ways, from formal practices such as the development of partnership declarations and committees, to informal practices such as verbal agreements and ad hoc consultations. PHUs dedicate resources to collaboration with school boards which is dependent on PHU funding and capacity. A critical resource identified was human resources, with the School Health Manager and Public Health Nurses identified as two important roles that champion and facilitate collaborative practices with school boards and schools. To monitor and evaluate the effectiveness of partnership and collaboration, PHUs and school boards engage in a variety of informal and formal practices, such as the provision of ongoing feedback, to monitoring collective key performance indicators.

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)0.070
metaresearch head score (Gemma)0.137
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.166
Threshold uncertainty score0.967

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0700.137
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.004
Science and technology studies0.0160.006
Scholarly communication0.0080.005
Open science0.0040.013
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0040.000

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 head0.193
GPT teacher head0.572
Teacher spread0.378 · 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 designQualitative
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 routes1
Has abstractyes

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