Thanzi La Mawa (TLM) datasets: health worker time and motion, patient exit interview and follow-up, and health facility resources, perceptions and quality in Malawi
Nkhoma, D.; Chitsulo, P.; Mulwafu, W.; Mnjowe, E.; Tafesse, W.; Mohan, S.; Hallett, T. B.; Collins, J. H.; Revill, P.; Chalkley, M.; Mwapasa, V.; Mfutso-Bengo, J.; Colbourn, T.
Show abstract
The Thanzi La Mawa (TLM) study aims to enhance understanding of healthcare delivery and resource allocation in Malawi by capturing real-world data across a range of health facilities. To inform the Thanzi La Onse (TLO) model, which is the first comprehensive health system model developed for any country, this study uses a cross-sectional, mixed-methods approach to collect data on healthcare worker productivity, patient experiences, facility resources, and care quality. The TLM dataset includes information from 29 health facilities sampled across Malawi, covering facility audits, patient exit interviews, follow-ups, time and motion studies, and healthcare worker interviews, conducted from January to May 2024. Through these data collection tools, the TLM study gathers insights into critical areas such as time allocation of health workers, healthcare resource availability, patient satisfaction, and overall service quality. This data is crucial for enhancing the TLO models capacity to answer complex policy questions related to health resource allocation in Malawi. The study also offers a structured framework that other countries in East, Central, and Southern Africa can adopt to improve their healthcare systems. By documenting methods and protocols, this paper provides valuable guidance for researchers and policymakers interested in healthcare system evaluation and improvement. Given the formal adoption of the TLO model in Malawi, the TLM dataset serves as a foundation for ongoing analyses into quality of care, healthcare workforce efficiency, and patient outcomes. This study seeks to support informed decision-making and future implementation of comprehensive healthcare system models in similar settings.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Revisiting the use and effectiveness of patient-held records in rural Malawi 95%
- The SENTINEL study of differentiated service delivery models for HIV treatment in Malawi, South Africa, and Zambia: research protocol for a prospective cohort study 94%
- Assessing Language Difficulties in Health Facilities in Malawi 94%
Similar papers in this journal
- Impact of COVID-19 Pandemic on Utilization of Facility-Based Essential Maternal and Child Health Services in North Shewa Zone, Ethiopia 95%
- Implementation Science Protocol for a participatory, theory-informed implementation research programme in the context of health system strengthening in sub-Saharan Africa (ASSET-ImplementER) 94%
- How can rural community-engaged health services planning affect sustainable health care system changes? - A process description and qualitative analysis of data from the Rural Coordination Centre of British Columbia’s Rural Site Visits Project 94%
Similar papers in this journal
- Examining National Health Insurance Fund Members’ preferences and trade-offs for the attributes of contracted outpatient facilities in Kenya: a discrete choice experiment 96%
- Exploring variations in the implementation of a health system level policy intervention to improve maternal and child health outcomes in resource limited settings: A qualitative multiple case study from Uganda 95%
- Community-orientated primary health care: exploring the interface between community health worker programmes, the health system and communities in South Africa 94%
Similar papers in this journal
- How to attract and retain health workers in rural areas of a fragile state: findings from a labour market survey in Guinea 96%
- Cost savings in male circumcision post-operative care continuum in rural and urban South Africa: Evidence on the importance of initial counselling and daily SMS 95%
- Health worker acceptability of an HIV testing mobile health application within a rural Zambian HIV treatment programme 95%
Similar papers in this journal
- How to incentivise doctor attendance in Bangladesh: a latent class analysis of a discrete choice experiment 94%
- The impact of the COVID-19 pandemic on health service utilisation in Sierra Leone 94%
- Impact of the COVID-19 pandemic and response on the utilisation of health services during the first wave in Kinshasa, the Democratic Republic of the Congo 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.