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The paper “Artificial Intelligence for Public Health Surveillance in Africa: Applications and Opportunities” examines how artificial intelligence (AI) can improve public health systems across Africa, particularly in low-resource settings. It explores how machine learning and other AI techniques
...
are being used for disease detection, outbreak prediction, real-time surveillance, and health resource management.
The authors focus on major public health challenges such as HIV, cholera, Ebola, measles, tuberculosis, malaria, COVID-19, and mental health. Through numerous case studies, the paper shows that AI can enhance the accuracy and speed of disease detection, predict outbreaks more effectively than traditional methods, support vaccination strategies, and optimize healthcare resource allocation. At the same time, it discusses important barriers to implementation, including limited data quality, infrastructure constraints, ethical concerns, and shortages of technical expertise.
Overall, the paper highlights AI’s strong potential to strengthen disease surveillance and health outcomes in Africa while emphasizing the need for careful integration, improved data systems, and supportive policy frameworks.
more
Refugee Health
recommended
An approach to emergency situations. Relief workers face rapidly changing and complex environments, new disease patterns, enormous humanitarian needs and relatively limited resources. The authors of this book use their experience in the area to prod
...
uce an operational manual of the issues involved in refugee health programs. This book is aimed at professionals involved in public health assistance to refugees and displaced persons. It deals with a variety of specific refugee health issues at the decisional level, and discusses the priorities of intervention during the different phases of a refugee crisis, from emergency to repatriation.
more
The Atlas of health and climate is a product of this unique collaboration between the meteorological and public health communities. It provides sound scientific information on the connections between weather and climate and major health challenges. These range from diseases of poverty to emergencies
...
arising from extreme weather events and disease outbreaks. They also include environmental degradation, the increasing prevalence of noncommunicable diseases and the universal trend of demographic ageing.
more
Humanitarian emergencies result in a breakdown of critical health-care services and often make vulnerable communities dependent on external agencies for care. In resource-constrained settings, this may occur against a backdrop of extreme poverty, malnutrition, insecurity, low literacy and poor infra
...
structure. Under these circumstances, providing food, water and shelter and limiting communicable disease outbreaks become primary concerns. Where effective and safe vaccines are available to mitigate the risk of disease outbreaks, their potential deployment is a key consideration in meeting emergency health needs. Ethical considerations are crucial when deciding on vaccine deployment. Allocation of vaccines in short supply, target groups, delivery strategies, surveillance and research during acute humanitarian emergencies all involve ethical considerations that often arise from the tension between individual and common good. The authors lay out the ethical issues that policy-makers need to bear in mind when considering the deployment of mass vaccination during humanitarian emergencies, including beneficence (duty of care and the rule of rescue), non-maleficence, autonomy and consent, and distributive and procedural justice
more
This 2011 update of Guidelines for the programmatic management of drug-resistant tuberculosis is intended as a tool for use by public health professionals working in response
to the Sixty-second World Health Assembly’s resolution on prevention an
...
d control of multidrug-resistant tuberculosis and extensively drug-resistant tuberculosis.
more
The intended purpose of this compendium is to provide program managers, organizations, and policy makers with a menu of indicators to better “know their HIV epidemic/know their response” from a gender perspective. The indicators in the compendiu
...
m are all either part of existing indicators used in studies or by countries or have been adapted from existing indicators to address the intersection of gender and HIV. The indicators can be measured through existing data collection and information systems (e.g. routine program monitoring, surveys) in most country contexts, though some may require special studies or research.
more
The aim is to provide early detection of potentially infected persons; to assist in implementing WHO recommendations related to Ebola management; and to prevent the international spread of the disease while allowing PoE authorities to avoid unnecess
...
ary restrictions and delays
more
The number of new Ebola infections in Sierra Leone is declining, despite the outbreak continuing to claim lives. New cases have dropped to around 9-12 per week, according to recent WHO figures. There were over 500 cases per week at the height of the crisis around late November 2014.
The impact on t
...
he lives of the thousands of people directly affected by the disease has been devastating. It has caused substantial suffering to many others, leaving the population very vulnerable.
more
Medical Eligibility Criteria Wheel for Contraceptive Use 2015
recommended
World Health Organization
(2015)
This 2015 edition not only updates important changes published in the MEC fifth edition, but also includes several user-friendly features and additional supplemental information, in response to requests WHO has received from stakeholders and partner
...
s.
more
WHO Recommended Surveillance Standards
recommended
Second editon. This document serves only as a guide to good practice and may help to harmonize surveillance activities. The purpose of this manual is to be a handy reference for key elements and contact information for all communicable diseases / syndromes associated with current WHO control program
...
mes. It should be particularly useful at the Ministry of Health level in Member States, in approaching integrated surveillance of communicable diseases / syndromes.
The document is intended to be updated on a regular basis. This reflects the changing nature of infectious diseases and accompanying diagnostic and surveillance methods. It also reflects the multidisciplinary nature of disease surveillance in which many different programmes and partners are involved.
more
COVID-19 Vaccines: 1 Safety Surveillance 2 Manual
While there is no indication that pregnant women have an increased susceptibility to infection with SARS-CoV-2, there is evidence that pregnancy may increase the risk of severe illness and mortality from COVID-19
...
disease in comparison with non-pregnant women of reproductive age. As seen with non-pregnant women, a high proportion of pregnant women have asymptomatic SARS-CoV-2 infection and severe disease is associated with recognized medical (e.g., high body-mass index (BMI), diabetes, pre-existing pulmonary or cardiac conditions) and social (e.g., social deprivation, ethnicity) risk factors. Pregnant women with symptomatic COVID-19 appear to have an increased risk of intensive care unit admission, mechanical ventilation and death in comparison with non-pregnant women of reproductive age, although the absolute risks remain low. COVID-19 may increase the risk of preterm birth, compared with pregnant women without COVID-19, although the evidence is inconclusive.
more
The document “Hospital Preparedness for Epidemics” published by the World Health Organization (WHO) provides guidance on how hospitals and healthcare facilities can prepare for and respond effectively to infectious disease outbreaks. It outlines
...
key components of epidemic preparedness, including planning and management structures, infection prevention and control, communication systems, human resource management, logistics, laboratory capacity, and the continuity of essential health services. The guide emphasizes the importance of coordination within hospitals and with public health authorities, as well as training staff and ensuring adequate supplies and infrastructure. Overall, the document serves as a practical framework to help hospitals strengthen their readiness, maintain critical healthcare services, and respond efficiently during epidemics or other health emergencies.
more
The document introduces a simple classification, minimums standards and a registration form for Foreign Medical Teams (FMTs) that may provide surgical and trauma care arriving within the aftermath of a sudden onset disaster. These can serve as tools to improve the coordination of the foreign medical
...
team response, and be the reference for registration on arrival as well as a possible global registration mechanism similar to what exists for urban search and rescue teams
more
Zika Virus Infection: Step by Step Guide on Risk Communication and Community Engagement
recommended
Pan American Health Organization
(2016)
C_WHO
This document offers suggested risk communication actions in relation to Zika virus infection and other health issues linked to this disease. It is directed toward ministers of health and other health sector actors who, with their national (multidis
...
ciplinary) teams for communication and social mobilization, will be able to adapt the provided information to the needs of their countries and audiences.
more
On October 6, 11 cases of Cholera were confirmed positive in one neighbourhood of the capital Sana’a. No confirmed cases have been reported in other locations in Yemen. UNICEF, together with WHO and Health authorities, have initiated a rapid response
...
setting up a treatment centre as well as dispatching an investigation team to the affected neighbourhood. The source of infection was identified as water and commercial food contamination.
more
Guide to community engagement in WASH
recommended
A practioner's guide, based on lessons from Ebola.
This guide is a compilation of best practices and key lessons learned through Oxfam’s experience of community engagement during the 2014–15 Ebola response in Sierra Leone and Liberia. It aims t
...
o inform public health practitioners and programme teams about the design and implementation of community-centred approaches
more
Operational guidance for managing programme quality.
These guidelines are about implementing the programme-quality standards of the Core Humanitarian Standard in limited access humanitarian response. They have been developed using approaches and to
...
ols tested by Oxfam, other INGOs and the UN in Afghanistan, DRC, Iraq, Somalia, Syria and Yemen. The guidelines are an operational resource to help programme designers and decision makers deliver ‘good enough’ programme quality in limited access humanitarian response.
more
Cholera epidemics continue to be a major public health problem in many countries around the
world. When epidemics strike, they can spread rapidly. The disease can also evolve quickly;
patients with severe
...
disease can die of dehydration hours after showing the first symptoms of
cholera.
more
Communication Risk in Public Health Emergencies
recommended
A WHO Guideline for Emergency Risk Communication (ERC) policy and practice.
Recent public health emergencies, such as the Ebola virus disease outbreak in West Africa (2014–2015), the emergence of the Zika virus syndrome in 2015–2016 and multi-
...
country yellow fever outbreaks in Africa in 2016, have highlighted major challenges and gaps in how risk is communicated during epidemics and other health emergencies. The challenges include the rapid transformation in communications technology, including the near-universal penetration of mobile telephones, the widespread use and increasingly powerful influence of digital media which has had an impact on ‘traditional’ media (newspapers, radio and television), and major changes in how people access and trust health information. Important gaps include considerations of context – the social, economic, political and cultural factors influencing people’s perception of risk and their risk-reduction behaviours.
more
2018 South Sudan Humanitarian Needs Overview
recommended
This document provides the Humanitarian Country Team’s shared understanding of the crisis, including the most pressing
humanitarian needs and the estimated number of people who need assistance. It represents a consolidated evidence base and
helps inform joint strategic
...
response planning.
As the conflict in South Sudan enters its fifth year in 2018, the humanitarian crisis has continued to intensify and expand, on a costly trajectory for the country’s people and their outlook on the future. The compounding effects of widespread violence and sustained economic decline have further diminished the capacity of people to face threats to their health, safety and livelihoods. People in need of assistance and protection number 7 million, even as more than 2 million have fled to neighbouring countries.
more
