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Record W4410024847 · doi:10.55016/pbgrc.v1i1.81410

Hidden Hegemony in Public Health: A Qualitative Approach to a Comparative Discourse Analysis of How Colonial and Post-Colonial Discourses Shaped the Calgary IODE’s Approach to Child and Family Public Health

2025· article· en· W4410024847 on OpenAlexafffundabout
Margaret Ayriss

Bibliographic record

VenuePeer Beyond Graduate Research Conference · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of Calgary
FundersAlberta Medical Association
KeywordsHegemonyColonialismPublic healthDiscourse analysisGender studiesSociologyPublic discourseQualitative researchPolitical scienceSocial scienceLinguisticsMedicineLawPoliticsPhilosophy

Abstract

fetched live from OpenAlex

The Imperial Order Daughters of the Empire (IODE) is a Canadian women’s auxiliary founded in 1900 that aligned with British colonial values. This study explores colonial and post-colonial discourses within the IODE to understand how these dynamic ideologies produced power effects that influenced the Calgary IODE’s child and family public health work. Calgary IODE colonial discourse between 1930 and 1970 reveals that public health resources used to sustain the English-Canadian population were employed as assimilation tools for non-English speaking immigrants and the Indigenous. However, texts produced after 1970 show a shift in ideological positions, which is apparent in the Calgary IODE post-colonial discourse of its texts between the 1970s and the early 2000s, and the shift from family to community public health. This research is on the impact of historical, social conditions and can be expanded to help mitigate systemic practices, improving health outcomes for all Canadians.

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)0.017
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.335
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0170.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.005
Science and technology studies0.0050.002
Scholarly communication0.0010.000
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 head0.248
GPT teacher head0.474
Teacher spread0.226 · 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 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 routes3
Has abstractyes

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