MétaCan
Menu
Back to cohort
Record W4392546560 · doi:10.32920/25360696

Structural Racism and Indigenous Health: W hat Indigenous Perspectives of Residential School and Boarding School Tell Us? A Case Study of Canada and Finland

2024· preprint· en· W4392546560 on OpenAlexaboutno aff
Sandra Juutilainen, Ruby Miller, Lydia Heikkilä, Arja Rautio

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicResearch in Social Sciences
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousRacismSociologyPolitical scienceGeographyGender studiesCriminology

Abstract

fetched live from OpenAlex

<p>The objective of this study was to explore, as an example of structural racism, the effects of residential school and boarding school on the self-perceived health of Indigenous peoples’ in Canada and Finland. Structured interviews were conducted at Six Nations of the Grand River and Inari municipality. The individual and intergenerational negative effects included themes of vulnerability (language and cultural loss, fractured identity, and negative self-worth), and resilience (Indigenous identity, language and cultural renewal). Indigenous identity, culture, and language are intertwined and key determinants of health. Further studies about structural racism and a strong Indigenous identity as a protective factor may provide valuable insight into health disparities.</p> <p> </p>

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), Science 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 score0.170
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
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0000.001
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 head0.034
GPT teacher head0.378
Teacher spread0.344 · 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

Citations2
Published2024
Admission routes1
Has abstractyes

Explore more

Same topicResearch in Social SciencesFrench-language works237,207