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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
The document Integrated Disease Surveillance and Response Technical Guidelines, Booklet Four: Sections 8 and 9 (Third Edition, 2019) provides guidance for strengthening public health surveillance and response systems in the WHO African Region. It focuses on monitoring, supervision, evaluation, and f
...
eedback mechanisms to improve the performance and quality of Integrated Disease Surveillance and Response (IDSR) systems. The text outlines key surveillance core functions—such as case detection, reporting, data analysis, outbreak investigation, preparedness, response, and feedback—and introduces indicators to measure system effectiveness, including timeliness, completeness, and data quality. Additionally, it discusses the implementation of electronic IDSR (eIDSR) to enhance real-time reporting and outbreak management. Overall, the booklet aims to strengthen early detection, rapid response, and health security capacity across all levels of the health system.
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Outbreak Investigation, Response and Control – Module 8. Integrated Disease Surveillance Project: Training Manual for State & District Surveillance Officers
Integrated Disease Surveillance Project (IDSP)
Ministry of Health and Family Welfare, Government of India
(2005)
C2
The document “Outbreak Investigation, Response and Control – Module 8” is a training module from the Integrated Disease Surveillance Project (IDSP) designed to guide health officials in investigating and managing disease outbreaks. It explains the basic principles and steps of outbreak investi
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gation, including detecting unusual increases in disease cases, confirming diagnoses, collecting and analyzing epidemiological data, and identifying the source and mode of transmission. The module also describes appropriate control and prevention measures, emphasizes timely reporting and coordination within the surveillance system, and aims to strengthen the capacity of public health workers to effectively respond to infectious disease outbreaks at the district and state levels.
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Guide to revision of national pandemic influenza preparedness plans - Lessons learned from the 2009 A(H1N1) pandemic
Brown C., Ciotti M., Hegermann-Lindencrone M., et al
European Centre for Disease Prevention and Control (ECDC), WHO Regional Office for Europe
(2017)
C_WHO
The document “Guide to revision of national pandemic influenza preparedness plans – Lessons learned from the 2009 A(H1N1) pandemic” provides guidance for countries on how to improve and update their national pandemic preparedness plans. It is based on lessons learned from the 2009 influenza pa
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ndemic and aims to help governments strengthen their readiness for future pandemics. The report outlines key components of effective pandemic planning, including risk assessment, coordination between sectors, communication strategies, healthcare system preparedness, vaccination and antiviral strategies, and business continuity planning. It also emphasizes the importance of international cooperation and flexible planning that can adapt to different pandemic scenarios. Overall, the guide serves as a framework to support countries in developing stronger, more coordinated responses to future influenza pandemics.
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WHO's Department for HIV, Tuberculosis, Hepatitis and Sexually Transmitted Infections (STIs) has consolidated all existing normative guidance on STIs into a single publication. Structured around 10 chapters that follow the STI prevention and care cascade, the handbook covers primary prevention, synd
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romic management and asymptomatic case identification, diagnostics, treatment, partner management, surveillance, service delivery, and integration within primary health care, community-based clinics, or other platforms (HIV, sexual health, antenatal clinics, etc).
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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
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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.
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This guide aims to support the implementation of evidence-based practices to reduce morbidity and mortality due to postpartum haemorrhage (PPH). Implementation is a multidisciplinary process that requires engagement from multiple stakeholders. Furthermore, implementation can and should be pursued in
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a systematic and evidence-based manner.
This Implementation guide presents a structured process that will aid countries in their efforts to incorporate the latest PPH recommendations into national PPH guidelines and clinical practice.
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The World report on promoting the health of refugees and migrants: Monitoring progress on the WHO global action plan provides the first global baseline for assessing implementation of the 2019-2030 WHO Global Action Plan on Promoting the Health of Refugees and Migrants (GAP). Building on the 2022 Wo
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rld report on the health of refugees and migrants, it examines how countries are integrating refugee and migrant health into broader public health, migration governance, development, and universal health coverage (UHC) agendas.
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This report presents a WHO–PREZODE collaboration to develop and validate standardized indicators that assess the risk of zoonotic disease emergence by modeling pathogen circulation in animals and the risk of animal to human zoonotic spillover. The proposed indicators are intended to be actionable,
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i.e., to reflect the impact of the implementation of a prevention strategy along the process of zoonotic pathogen emergence and over time.
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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 he
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alth 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.
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The Gender Assessment Tool for National HIV Responses (Gender Assessment Tool) is intended to assist countries in assessing their HIV epidemic, context and response through an intersectional gender lens, with the aim of strengthening gender-transformative, equitable and rights-based HIV responses. T
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he 2025 tool places greater emphasis on cost-effectiveness, alignment with national plans, integration and sustainability. Together with a new costing tool and monitoring and evaluation plan template, it is designed to inform the development of country investment cases, funding requests to the Global Fund to Fight AIDS, Tuberculosis and Malaria, and other key national opportunities.
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It is our hope and prayer that the guidance and multiple tools provided herein to manage
the entire lifecycle of a food security program are useful to our food security staff, our
local partners, and our fellow international Cooperating Sponsors throughout the world.
The Camp Managment Toolkit
recommended
Applicable to both IDP and refugee scenarios, the Toolkit incorporates a wide range of relevant information on managing displaced populations living in communal settings (collective centres, spontaneous sites, established camps, etc.). Large scale displacements caused by recent conflict and natural
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disaster events have created a high demand for the Toolkit, which has proven an invaluable resource for field practitioners, government actors and displaced populations since its original release in 2004.
Available in other languages
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Operational Guideline
Participatory Learning and Action Planning; A Facilitator's Guide
The Cholera Outbreak Guidelines: Preparedness, Prevention, and Control provide a practical field guide for responding to cholera outbreaks. Developed by Oxfam GB, the guidelines combine lessons from past cholera interventions and best practices for effective outbreak management. The document outline
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s key strategies, including preparedness planning, rapid response to outbreaks, water and sanitation improvements, hygiene education, and coordination among stakeholders. It covers both non-endemic and endemic cholera outbreaks, offering step-by-step guidance on surveillance, intervention, and monitoring. The aim is to ensure community-based, gender-sensitive, and rapid public health responses to control cholera and minimize mortality.
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Food Security And Nutrition In Emergency
recommended
Chapter 9: Public health guide for emergencies
Good Practice Review
