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Record W4416293749 · doi:10.1542/hpeds.2024-008284

Perspectives on Health Equity in Canadian Pediatric Academic Hospitals: A Qualitative Study

2025· article· en· W4416293749 on OpenAlexaffabout
Mariam Naguib, Juliette St‐Georges, Catherine Korman, Annie Chabot, Rislaine Benkelfat, Patricia Li

Bibliographic record

VenueHospital Pediatrics · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHealthcare Policy and Management
Canadian institutionsMontreal Children's HospitalMcGill UniversityMcGill University Health Centre
Fundersnot available
KeywordsQualitative researchPsychological interventionEquity (law)Health equityMEDLINEChild healthSocial determinants of health

Abstract

fetched live from OpenAlex

BACKGROUND AND OBJECTIVES: Researchers and health care professionals are increasingly asserting the urgent need for effective practices and policies to address child health inequities. However, there is a paucity of data on current approaches implemented in pediatric hospitals. We sought to explore health care professionals' and interest holders' perspectives on addressing health equity in Canadian pediatric academic hospitals. METHODS: We conducted an interpretative descriptive qualitative study involving semi-structured interviews with a purposive and snowball sample of pediatrics residents, staff pediatricians, allied health professionals, and key stakeholders working at pediatric academic hospitals in Canada. We conducted interviews via video conferencing between 2021 and 2023 and analyzed data using reflexive thematic analysis. RESULTS: We interviewed at least 1 pediatric resident and 1 staff member (including pediatricians, allied health professionals, and key stakeholders involved in health equity) at all 17 pediatric academic hospitals in Canada. Through the 42 interviewees, the following 5 main themes (along with 12 subthemes) emerged: (1) health equity was evolving across institutions; (2) institutions were navigating reactive and proactive approaches; (3) there were siloed efforts and missed opportunities for enhanced collaboration; (4) there were gaps and ethical considerations in health equity data collection; and (5) to achieve health equity throughout an organization, institutional representation and engagement was a necessity. Barriers and facilitators to health equity work were identified, as well as examples of applicable interventions. CONCLUSIONS: There were a myriad of health equity interventions that exist in Canadian pediatric hospitals, although they were evolving and maturing. Learnings can be shared across institutions.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.484
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.059
GPT teacher head0.401
Teacher spread0.341 · 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.

Study designObservational
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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