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Record W4416799453 · doi:10.1136/bmjopen-2025-106529

Person-centred care for people with tuberculosis-associated comorbidities: a multi-country qualitative study

2025· article· en· W4416799453 on OpenAlexafffund
Stephanie Law, Annabel Baddeley, Anna Carlqvist, Farai Mavhunga, Kerri Viney, Amrita Daftary

Bibliographic record

VenueBMJ Open · 2025
Typearticle
Languageen
FieldMedicine
TopicTuberculosis Research and Epidemiology
Canadian institutionsCentre for Global Health ResearchMcGill University Health CentreYork University
FundersCanadian Institutes of Health ResearchWorld Health Organization
KeywordsQualitative researchSyndemicHealth careAction (physics)Public healthAction researchHealth services research

Abstract

fetched live from OpenAlex

Introduction To contribute to the development of a people-centred global framework for collaborative action on tuberculosis (TB) and comorbidities, a rapid qualitative study on the perspectives of people with lived experience of TB and its associated comorbidities was undertaken. Methods From August to October 2021, TB survivors from high-burden countries, who encountered at least one comorbidity during TB treatment, were interviewed to explore their healthcare experiences and priorities. Thematic analysis drew on a healthcare acceptability model. Results Participants (n=24, 13 women) were treated for drug-susceptible (n=13) or drug-resistant (n=11) TB between 2015 and 2021. They faced diverse comorbidities (mental health and substance use disorders, diabetes, Hepatitis C, lupus and HIV); half of whom reported more than one comorbidity, and all faced socioeconomic hardships. TB diagnosis and treatment exacerbated participants’ comorbidities and, in the absence of integrated support, precipitated mental health challenges. Four healthcare priorities for addressing TB-associated comorbidities were identified: (1) disclosure and early identification of comorbidities, (2) timely and affordable access to care for comorbidities, (3) tailored counselling and peer support and (4) coordinated and consolidated care for TB and comorbidities. Conclusion The syndemic manifestation of comorbidities in people affected by TB calls for a people-centred approach to care that facilitates building of trust with multiple care providers, timely linkages to non-TB programmes, access to integrated diagnosis and treatment, allaying intersecting stigmas and self-shame, and care coordination approaches that correspond to people’s needs and preferences. These healthcare priorities were included in the WHO’s Framework for collaborative action on TB and comorbidities .

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)0.018
metaresearch head score (Gemma)0.017
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.097

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0180.017
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0080.006
Scholarly communication0.0040.005
Open science0.0020.007
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0050.001

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 head0.130
GPT teacher head0.475
Teacher spread0.346 · 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
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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