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Record W4394579111 · doi:10.33844/cjm.2024.6033

Barriers and Facilitators Associated with the History of Colonization on the Vaccination Process of COVID-19 among Indigenous Peoples in Canada

2024· article· en· W4394579111 on OpenAlexaffvenueabout
Robert Malkin, Jingchun Zhou, Iris Parshley

Bibliographic record

VenueCanadian Journal of Medicine · 2024
Typearticle
Languageen
FieldMedicine
TopicZoonotic diseases and public health
Canadian institutionsTrinity College
Fundersnot available
KeywordsColonizationIndigenousCoronavirus disease 2019 (COVID-19)Vaccination2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)PandemicVirologyGeographyMedicineOutbreakBiologyInfectious disease (medical specialty)ArchaeologyDiseaseEcology

Abstract

fetched live from OpenAlex

Indigenous communities were identified as highly vulnerable during the COVID-19 pandemic, given their remote geographical location and high relative cumulative cases. Specific barriers and facilitators of vaccination in the communities must be studied to create better public health planning. This study conducted private, qualitative interviews in the Indigenous community with local adult residents. Convenience sampling was used and recruitment was conducted with support from trusted Indigenous community connections. Participants were included if they spoke English and spent the majority of their lifetime in the local community. We interviewed three participants (two women, and one man, ages of 54, 53, and 61 years old respectively), all of whom received two mandatory COVID-19 vaccines with two of them getting one booster shot. Interview questions asked for attitudes on the current vaccination process, the government and local health unit policies, the source of trust and mistrust, and future suggestions for vaccination policies. Participants identified cultural mistrust as a barrier as it refers to the hesitancy of residents due to historical and cultural contributors. Participants suggested mixed attitudes toward accessibility, source of information and local health unit policies, and vaccine mistrust and trust, identifying them as barriers and facilitators in different scenarios. This study brings vaccination-related issues to the attention of the Government of Canada and health officials, facilitating effective public health planning and long-term trust building with the Indigenous communities.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.030
Threshold uncertainty score0.218

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.003
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.011
GPT teacher head0.244
Teacher spread0.233 · 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 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

Citations1
Published2024
Admission routes3
Has abstractyes

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