MétaCan
Menu
Back to cohort
Record W3155763117 · doi:10.51731/cjht.2021.56

Tuberculosis Stigma and Racism, Colonialism, and Migration: A Rapid Qualitative Review

2021· article· en· W3155763117 on OpenAlexaboutno aff
Andrea Smith, Elijah Herington, Hannah Loshak

Bibliographic record

VenueCanadian Journal of Health Technologies · 2021
Typearticle
Languageen
FieldMedicine
TopicTuberculosis Research and Epidemiology
Canadian institutionsnot available
Fundersnot available
KeywordsTuberculosisStigma (botany)RacismIndigenousColonialismGenocideHealth careImmigrationCriminologyEthnic groupPolitical scienceMedicineImmigration policyGender studiesSociologyPsychiatryLaw

Abstract

fetched live from OpenAlex

Current experiences of tuberculosis policy and care among Indigenous people are interpreted and understood in light of the past colonial violence and cultural genocide. The expressed reluctance to seek health care was often grounded in experiences of colonial violence and racism, pointing toward colonial and racist practice in health care as an important driver of tuberculosis stigma. The ongoing presence of anti-Indigenous racism in Canada’s health care systems underscores the ways that these worries are not confined to historical events but manifest in the interactions across individuals and systems today. For tuberculosis stigma in the context of migration, tuberculosis policies and programs targeting migrant persons or racialized groups were seen as fuelling discriminatory and exclusionary views and practices toward these groups in the wider society and exacerbating tuberculosis stigma. Migrant detention centres were 1 of the sites where tuberculosis stigma was amplified through isolation when diagnosed. Further, the twining of immigration policy with tuberculosis policy led to worries among migrant persons about one’s tuberculosis status and its impact on one’s immigration status, and subsequently a reluctance to access health care. These findings ask us to consider the ways that tuberculosis policy, in concert with immigration policy, can generate tuberculosis stigma. Tuberculosis stigma differs across contexts. It can be both a determinant of, and determined by, other forms of discrimination. Moreover, it requires close attention to the specific setting where tuberculosis stigma is sought to be addressed. The implications of this for tuberculosis policy and care are that a universal, one-size approach to addressing tuberculosis stigma is unlikely to be successful. Rather, program-specific approaches are likely needed that engage with questions as to how different forms of tuberculosis stigma play out in the context of care. Cutting across this review findings were widespread experiences of racism in health care. These findings suggest that, in as much as tuberculosis stigma is a barrier to the uptake of tuberculosis screening and treatment, racism against Indigenous people and racialized migrants remains endemic in Canada’s health care system and may in some cases overshadow the role or experience of tuberculosis stigma. In light of these findings, and again, depending on the particular setting, engaging with anti-racist efforts and challenging white supremacy remain necessary and urgent.

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)0.020
metaresearch head score (Gemma)0.032
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: Review · Consensus signal: Review
Teacher disagreement score0.032
Threshold uncertainty score0.108

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.032
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0050.009
Science and technology studies0.0040.003
Scholarly communication0.0040.005
Open science0.0020.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.066
GPT teacher head0.402
Teacher spread0.337 · 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
GenreReview

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

Citations6
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueCanadian Journal of Health TechnologiesSame topicTuberculosis Research and EpidemiologyFrench-language works237,207