Canadian tuberculosis health care workers’ perspectives on education and counselling for patients and family members who are born outside of Canada
Bibliographic record
Abstract
Tuberculosis health care workers (TB HCWs) in low incidence settings have important perspectives on providing TB education and counselling to patients and family members born in other countries. The purpose of this qualitative study was to explore HCWs' perspectives on barriers and facilitators for capacity-building education and counselling with patients and family members born outside of Canada experiencing advanced infectious TB in Calgary, a city in western Canada. Data were collected through semi-structured interviews and field notes and thematically analysed. Twenty-four HCWs representing clerical staff, nurses, physicians, and allied health professionals employed in TB care were interviewed. HCWs described how multi-level barriers such as patients' fear of death, complex intra-family communication, information-laden appointments, and patients' precarious employment collided resulting in overwhelmed patients and reduced connection to family. Some HCWs were unsure how to discuss TB stigma with patients and family members. HCWs perceived that increased continuity of care and providing patients and family members with digestible amounts of information earlier were important steps towards better practice. HCWs identified that patients and families could benefit from preparation for initial appointments, increased continuity, and improved patient education materials. HCWs should also receive skills-training to facilitate individual and family counselling.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.027 | 0.007 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".