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Artificial intelligence for tuberculosis control: a scoping review of applications in public health
Menon, S.; and K. Ghislein Kuro
(2025)
J Glob Health. 2025;15:04192. This scoping review highlights the potential of AI-driven predictions in national TB programmes to enhance diagnostics, track trends, and strengthen public
...
health surveillance. While promising for reducing transmission and support-
ing TB care in low-resource settings, these models require large-scale validation to ensure real-world applicability, especially for high-risk groups
more
A case study of the role of an Essential Health Benefit in the delivery of integrated health services in Zambia
Luwabelwa, M.; Banda, P; Palale M.; Chama-Chiliba, C.
Regional Network for Equity in Health in east and southern Africa (EQUINET)
(2017)
C1
Regional Network for Equity in Health in east and southern Africa (EQUINET): Disussion Paper 111
The health services delivery system in Zambia is pyramid in structure, with ... primary healthcare (PHC) services at community level, at the base, followed by first and second level hospitals at district and provincial levels, respectively, and third level (tertiary) services at national level. Notably, primary health services are free in Zambia and health service providers are either governmentowned or not-for-profit facilities.
Over the years, resource constraints have affected the quality and extent of healthcare services at all levels, requiring the mobilisation of additional resources for the sector. In doing so, prioritisation was high on the agenda of health sector reform. The EHB, therefore, prioritises interventions with the highest impact on the population, enabling policy makers to revisit priority diseases and conditions and to cost the services provided at each level of facility. Other key issues in developing the EHB in Zambia have included the need to have cost-effective services and cost per capita of services for more systematic budgeting, to rank interventions and to validate and cost the health benefit package as a whole. more
The health services delivery system in Zambia is pyramid in structure, with ... primary healthcare (PHC) services at community level, at the base, followed by first and second level hospitals at district and provincial levels, respectively, and third level (tertiary) services at national level. Notably, primary health services are free in Zambia and health service providers are either governmentowned or not-for-profit facilities.
Over the years, resource constraints have affected the quality and extent of healthcare services at all levels, requiring the mobilisation of additional resources for the sector. In doing so, prioritisation was high on the agenda of health sector reform. The EHB, therefore, prioritises interventions with the highest impact on the population, enabling policy makers to revisit priority diseases and conditions and to cost the services provided at each level of facility. Other key issues in developing the EHB in Zambia have included the need to have cost-effective services and cost per capita of services for more systematic budgeting, to rank interventions and to validate and cost the health benefit package as a whole. more
The EHSP in Botswana seeks to attain universal coverage of high-quality package of essential health services. The EHSP is an integrated collection of cost-effective interventions, promotive, preventive, curative, and rehabilitative, that address the
...
main diseases, injuries and risk factors that affect the population. The EHSP has two key purposes:
1) Provide a standardized package of basic services which forms the core of service delivery in all primary health care facilities
2) Promote a redistribution of health services by providing equitable access, especially in underserved areas, population, etc.
more
It is the policy of the GoR to ensure that children’s rights are met through the provision of basic needs and services for all children in the country, and protect them from abuse and exploitation. Children are defined as persons below the age of 18 years and the ICRP covers children from the time
...
before their birth until they complete the age of 18 years. The Integrated Child Rights Policy of Rwanda is based on seven key themes: Identity and Nationality; Family and Alternative Care; Survival, Health and Standards of Living; Education; Protection; Justice; and Child Participation.
more
Haiti, one of the poorest countries in the world, was devastated by an earthquake in 2010. The disaster uncovered the realities of a non-existent mental health care system with only ten psychiatrist
...
s nationwide. Attempts were made to assess the increased prevalence of mental illness, likely due to the trauma to which many were exposed. Several interventions were carried out with aims to integrate mental health into primary health care services. The interplay between socio-cultural beliefs and health (both mental and physical) in Haiti has been widely commented upon by both foreign aid and local caregivers. Observations frequently highlight barriers to the willingness of patients to seek care and to their acceptance of biomedicine over traditional Vodou beliefs. The perception of Haitian beliefs as barriers to the availability and acceptance of mental health care has intensified the difficulty in providing effective recommendations and interventions both before and after the earthquake. Argued in this review is the importance of considering the interactions between socio-cultural beliefs and mental health when developing models for the prevention, screening, classification and management of mental illness in Haiti. These interactions, especially relevant in mental health care and post-disaster contexts, need to be acknowledged in any healthcare setting. The successes and failures of Haiti’s situation provide an example for global consideration.
more
This updated Comprehensive Mental Health Action Plan 2013-2030 builds upon its predecessor and sets out clear actions for Member States, the WHO Secretariat and international, regional and national
...
partners to promote mental health and well-being for all, to prevent mental health conditions for those at-risk and to achieve universal coverage for mental health services. While the updated action plan includes new and updated indicators and implementation options, the original four major objectives remain unchanged: more effective leadership and governance for mental health; the provision of comprehensive, integrated mental health and social care services in community-based settings; implementation of strategies for promotion and prevention; and strengthened information systems, evidence and research.
In English, French, Spanish, Arabic and Russian available
more
The 2021 Report examines country health spending patterns and trends over the past 20 years, before the COVID-19 pandemic, with greater focus on public spending on health. The report also presents s
...
pending on primary health care, preliminary health expenditure in 2020 for a small set of countries (including their health spending on COVID-19) and an analysis of high-income countries spending patterns, in particular during the global financial crisis. The report also points out the need for more public investment in health to get progress towards UHC back on track and strong health security.
more
Primary prevention of diabetes (India)
Tharker, S.; M.Nandhini, K. Satyavani, et al.
M. V. Hospital for Diabetes & Diabetes Research Centre WHO Collaborating Centre for Research, Education & Training in Diabetes
(2023)
CC
It is now well known that there is a pandemic of Type 2 Diabetes in the world particularly in developing countries. This fact has several implications for the health care system in the developing co
...
untries because this condition is associated with metabolic and vascular complications which in turn increases the mortality and health care costs and compromises the quality and life expectancy of the society.
more
Round 3: Key informant findings from 129 countries, territories and areas - Quarter 4 2021
Countries reported disruptions in all health-care settings. In more than half of countries surveyed, many
...
people are still unable to access care at the primary care and community care levels. Significant disruptions have also been reported in emergency care, particularly concerning given the impact on people with urgent health needs. Thirty-six per cent of countries reported disruptions to ambulance services; 32% to 24-hour emergency room services; and 23% to emergency surgeries.
Elective surgeries have also been disrupted in 59% of countries, which can have accumulating consequences on health and well-being as the pandemic continues. Disruptions to rehabilitative care and palliative care were also reported in around half of the countries surveyed.
Major barriers to health service recovery include pre-existing health systems issues which have been exacerbated by the pandemic as well as decreased demand for care.
more
TArtificial intelligence (AI) is transforming health systems, reshaping how care is planned, delivered and governed. This report presents the first assessment of AI integration into
...
health systems across the whole of the WHO European Region, based on findings from the 2024–2025 survey on AI for health care. It examines national strategies, governance models, legal and ethical frameworks, workforce readiness, data governance, stakeholder engagement, private sector roles and the uptake of AI applications. Drawing on insights from 50 Member States, the report explores how countries are navigating opportunities and challenges, highlighting emerging trends, gaps and practices to guide policy-makers towards coherent, ethical and people-centred approaches to AI in health care.
more
Des efforts considérables ont été menés pour apporter aux
populations rurales du continent africain des soins de base. Mais
la qualité de ces soins reste aujourd’hui peu satisfaisante car le
médecin généraliste est le plus souvent absent en première
ligne. Cette situation est paradoxa
...
le en regard du nombre de
médecins formés dans les facultés en Afrique francophone et à
Madagascar. Le déficit en médecin généraliste, exerçant dans les
zones rurales, reste particulièrement préoccupant alors que
les jeunes médecins sans emploi se multiplient dans les villes.
L’ONG Santé Sud, depuis plus de vingt ans, propose un concept
– la médecine générale communautaire – qui, associé à un dispositif
d’accompagnement, a permis l’installation de plus de deux
cents médecins généralistes communautaires au Mali et à
Madagascar. Ce concept a pour intérêt d’associer, dans une même
pratique, la médecine de famille et les Soins de Santé Primaires.
S.F.S.P. | « Santé Publique »
2014/HS S1 | pages 59 à 65
Considerable effort has been made to provide rural African
populations with basic health care, but the quality of this care
remains unsatisfactory due to the absence of first-line GPs. This is
a paradoxical situation in view of the large number of physicians
trained in medical schools in French-speaking Africa and
Madagascar. of the lack of GPs working in rural areas is a real
concern, as many young doctors remain unemployed in cities.
For more than 20 years, the NGO Santé Sud has proposed a
Community General Medicine concept, which, combined with
a support system, has allowed the installation of more than
200 community GPs in Mali and Madagascar. The advantage of
this concept is that it provides family medicine and primary health
care in the same practice.
S.F.S.P. | « Santé Publique »
2014/HS S1 | pages 59 à 65
more
This publication integrates human rights principles into measuring HIV service effectiveness, ensuring accountability for equity and health. It focuses on reducing stigma, removing punitive laws, and ensuring access to
...
care for key populations, aiming to achieve 2030 targets.
more
This joint publication by UNAIDS and WHO emphasizes the importance of integrating HIV prevention, testing, treatment and care and mental health services for people living with HIV. It provides a com
...
pilation of tools, best practices, recommendations and guidelines that facilitate the integration of interventions and services to address the interlinked issues of mental health and HIV. This publication is intended for global, regional and national policy-makers; programme implementers including at subnational levels; organizations working in and providers of HIV and mental health services; civil society; and community-based and community-led organizations and advocates.
more
A System of Health Accounts 2011: Revised edition
Organisation for Economic Co-operation and Development (OECD), Eurostat and World Health Organization (WHO)
OECD Publishing, Paris
(2017)
CC
A System of Health Accounts 2011: Revised Edition provides an updated and systematic description of the financial flows related to the consumption of health
...
care goods and services. As demands for information increase and more countries implement and institutionalise health accounts according to the system, the data produced are expected to be more comparable, more detailed and more policy relevant. It builds on the original OECD Manual, published in 2000, and the Guide to Producing National Health Accounts to create a single global framework for producing health expenditure accounts that can help track resource flows from sources to uses. It is the result of a collaborative effort between the OECD, WHO and the European Commission, and sets out in more detail the boundaries, the definitions and the concepts – responding to health care systems around the globe – from the simplest to the more complicated.
more
The WHO document "Integrating the prevention and control of noncommunicable diseases in HIV/AIDS, tuberculosis, and sexual and reproductive health programmes: implementation guidance" provides a framework for integrating noncommunicable diseases (NC
...
Ds) into existing health programs for HIV/AIDS, tuberculosis (TB), and sexual and reproductive health (SRH). It emphasizes the importance of a people-centered approach to enhance healthcare accessibility and efficiency, especially in low-resource settings. The document outlines strategies for strengthening policy, financing, capacity building, and health system infrastructure. It offers actionable steps, tools, and case studies to support countries in reducing the burden of NCDs through integrated, holistic care within primary health services.
more
The Ministry of Education, Arts and Culture (MoEAC) has been implementing the Integrated School Health Programme in various forms since before the country attained political independence in 1990. School he
...
alth goes beyond the physical health of the learner, in that it includes the holistic wellbeing of the individual learner, meaning that the school environment should be safe and conducive to learning. The National Safe Schools Framework (NSSF) is an exciting dimension of the Integrated School Health Programme. The Programme focuses on promoting the health, safety and wellbeing of learners and other school stakeholders in Namibia, and the NSSF was developed to provide practical guidance to the schools and school stakeholders on how to systematically improve the standards of school safety, and how to develop a culture of care in any school.
more
This document consolidates, for the first time, WHO recommendations on the prevention, testing, treatment and monitoring of hepatitis B and C, and includes testing strategies for hepatitis D. Drawing on a decade of evidence-based guidance issued between 2015 and 2025, it provides a single, practical
...
handbook to support global progress toward eliminating viral hepatitis by 2030.
The document also highlights simplified service delivery models that promote decentralization, integration with primary care and related programmes such as HIV and tuberculosis, as well as task sharing and differentiated care to expand access and improve efficiency. It further underscores the need for robust data and monitoring systems to support effective programme implementation.
more
Cogent Medicine, 7:1, 1794272,
PUBLIC HEALTH & PRIMARY CARE | RESEARCH ARTICLE
Edutainment and infographics for
schistosomiasis
...
health education in Ndumo area,
Kwazulu-Natal, South Africa
Tafadzwa Mindu1*, Muhubiri Kabuyaya1 and Moses J. Chimbari1
Educational interventions targeting communities which are at risk of contracting
schistosomiasis infection may empower them to develop capacity to minimize the
spread of the disease. We compared the effectiveness of health education inter-
ventions for schistosomiasis knowledge uptake among school-going children in
Ndumo area, KwaZulu-Natal using a quasi-experimental trial.
more
The WHO Model List of Essential Medicines and Model List of Essential Medicines for Children are updated and published every two years, intended as a guide for countries or regional authorities to adopt or adapt in accordance with local priorities and treatment guidelines for the development and upd
...
ating of national essential medicines lists. Selection of a limited number of essential medicines as essential, taking into consideration national disease burden and clinical need can lead to improved access through streamlined procurement and distribution of quality-assured medicines, support more rational or appropriate prescribing and use and lower costs for both health care systems and for patients.
more
The EAPC White Paper addresses the issue of spiritual care education for all palliative care
professionals. It is to guide health
...
care professionals involved in teaching or training of palliative care and spiritual care; stakeholders, leaders and decision makers responsible for training and education; as well as national and local curricula development groups.
The EAPC white paper points out the importance of spiritual care as an integral part of palliative care and suggests incorporating it accordingly into educational activities and training models in palliative care. The revised spiritual care education competencies for all palliative care providers are accompanied by the best practice models and research evidence, at the same time being sensitive towards different develop-ment stages of the palliative care services across the European region.
Conclusions: Better education can help the healthcare practitioner to avoid being distracted by their own fears, prejudices, and restraints and attend to the patient and his/her family. This EAPC white paper encourages and facilitates high quality, multi-disciplinary, academically and financially accessible spiritual care education to all
palliative care staff.
more
