Palliative care in Malawi: a scoping review
Bibliographic record
Abstract
BACKGROUND: Universal access to palliative care remains a distant goal in many low resource settings, despite the growing evidence of its benefits. The unmet need for palliative care is evident in Africa, but great strides in palliative care development have occurred in several African countries. Located in sub-Saharan Africa, Malawi has been regarded as an exemplar of progress in this area that is achievable in a low resource region. This scoping review examined the literature on the development and state of palliative care in Malawi according to the pillars of health care policy, medicine availability, education, implementation, research activity, and vitality of professionals and advocates. METHODS: A scoping review was conducted of the MEDLINE, Embase, Global Health, CINAHL, Web of Science and PsycINFO databases, as well as grey literature sources. Articles were included if they explored any aspect of palliative care in Malawi. RESULTS: 114 articles were identified that met the inclusion criteria. This literature shows that Malawi has implemented diverse strategies across all pillars to develop palliative care. These strategies include creating a national stand-alone palliative care policy; integrating palliative care into the curricula of healthcare professionals and developing training for diverse service providers; establishing systems for the procurement and distribution of opioids; implementing diverse models of palliative care service delivery; and launching a national palliative care association. Malawi has also generated local evidence to inform palliative care, but several research gaps were identified. CONCLUSIONS: Malawi has made considerable progress in palliative care development, although initiatives are needed to improve medicine availability, access in rural areas, and socioeconomic support for patients and their families living with advanced disease. Culturally sensitive research is needed regarding the quality of palliative care and the impact of therapeutic interventions.
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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 | 0.008 | 0.035 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.017 | 0.017 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| 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".