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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
This guide defines public spaces for children as those that can be easily and freely accessed and enjoyed by all children, either alone or with friends or family, regardless of gender,
ethnicity, sexuality, nationality, social status or physical ability. Whatever their context, these places are saf
...
e from physical hazards (such as pollution, waste, traffic, falls or drowning risks); and social risks (such as crime, exclusion, or bullying). Whether they are streets, neighbourhoods, existing public open spaces, or the small, “liminal” spaces, such as stairwells or alleyways from which children carve out a place for themselves
more
Para sobrevivir y prosperar, los niños y adolescentes necesitan una buena salud, una nutrición adecuada, un entorno limpio, seguro y de apoyo, oportunidades para el aprendizaje temprano y la educación, relaciones sensibles y de conexión, así como oportunidades para la autonomía personal y la a
...
utorrealización. Para promover su salud y bienestar, requieren el acompañamiento de padres, familias, comunidades, instituciones cercanas y un entorno propicio. También necesitan controles rutinarios y consultas regulares con proveedores de salud que garanticen su crecimiento, desarrollo y bienestar durante las dos primeras décadas de vida, y que apoyen y orienten a los padres en el cuidado que brindan tanto a sus hijos como a sí mismos.
more
This multi-hazard Health Emergency Alert and Response Framework provides guidance for coordinating emergency response in countries, under the global Health Emergency Preparedness, Resilience and Response (HEPR) framework. It outlines the public health functions, coordination systems and actions need
...
ed for effective local, sub-national and national response to a broad range of health emergencies, including disasters. The audience for this framework is the primary national and sub-national authorities with the designated responsibility for health emergency coordination.
more
This tool enables a rapid, systematic review of pharmacy curricula at the national or institutional level to evaluate their robustness in delivering the expected content and competencies. It can also assist institutions in designing strategies to strengthen AMR curricular content, and to facilitate
...
structured, periodic dialogue on AMR and infection-related competencies among pharmacy faculty and other relevant stakeholders. A pharmacy curriculum that comprehensively integrates AMR content will help ensure that future pharmacists have the knowledge, skills, and attitudes needed to address AMR effectively in both clinical practice and public health.
more
This guidance addresses one type of generative AI, large multi-modal models (LMMs), which can accept one or more type of data input and generate diverse outputs that are not limited to the type of data fed into the algorithm. It has been predicted that LMMs will have wide use and application in heal
...
th care, scientific research, public health and drug development. LMMs are also known as “general-purpose foundation models”, although it is not yet proven whether LMMs can accomplish a wide range of tasks and purposes.
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 he
...
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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A Global Access Framework for Country-Led.
ResponsesThis 2030 Prevention access framework focuses on one of those top-line targets, which covers primary prevention and requires that 90% of people in need of HIV prevention are using effective prevention options by 2030. This target is disaggregated
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into 15 second-line prevention targets for specific populations and programmes.
The 2030 Prevention Access Framework presents in greater detail the milestones and actions for achieving these targets––all of which are grounded in the three priorities of the Global AIDS Strategy: country-led, resilient and sustainable HIV responses; people-focused services, and community leadership
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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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This report developed by UNAIDS and the United for Global Mental Health reviews and maps Global Fund investments in priority HIV and TB comorbidities in Grant Cycle 7 (GC7), including key non-communicable diseases (NCDs), cervical, anorectal and other cancers, and mental health and substance use co
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nditions. It highlights how countries prioritize and are integrating health services and other interventions with HIV and TB programmes to advance person-centered approaches and to sustain HIV and TB responses. Analyzing approved grants from 103 countries, the report finds strong demand for integrated approaches, with 97% of countries prioritizing at least one comorbidity.
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Support Collaborative Risk Assessment for health threats
Emergency Medical Teams 2030 strategy
recommended
The Emergency Medical Teams (EMT) initiative plays a vital role in building this stronger and
more resilient global health emergency architecture, both by driving its formation and by
contributing to a rapidly deployable global health emergency corps. The Initiative and EMTs
bring something uniqu
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e to health emergency preparedness and response – they bring
standards, professionalism, reliability, scalability, coordination, and the ability and willingness to
rapidly deploy wherever and whenever they are most needed. Most importantly, EMTs save lives.
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Medical evacuation in emergencies
recommended
A guidance for medical teams and specialized care teams.
This guidance aims to provide a comprehensive framework for the safe and context-adapted coordination, clinical care, operations support and logistics relevant to governments, national authorities, including ministries of health, civil protec
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tion and civil defence, national and international Emergency Medical Teams (EMTs), nongovernmental organizations (NGOs), Emergency Medical Services (EMS) and other key stakeholders operating in the medevac space, or wishing to build this kind of capacity. It defines minimum standards and recommendations for the development and classification of respective specialized care teams (SCTs). This is particularly relevant for contexts without pre-existing or functional prehospital or medevac systems, and can support country-level capacity building, regional and sub-regional planning, and the development of SCTs.
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A reference guide for decision-makers that outlines key issues, checklists, and templates to consider when providing or receiving international aid.
This edition provides detailed guidance on essential components such as infrastructure, human resources, equipment, logistics, governance, and monitoring and evaluation (M&E). These elements are crucial for the successful establishment and sustainable operation of NPHIs, which are envisioned as Cent
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res of Excellence for public health in Africa.
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This document suggests mechanisms that countries can use to respond to emergencies and disasters taking a whole of society and whole of government approach ensuring multisectoral engagement for health actions. It helps to run a participatory process of developing the national health response operati
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ons plan that brings together all relevant sectors, public health experts, civil society and the international community under government leadership and facilitate ownership, adoption, testing through simulation and finally successful implementation in responding to emergencies and disasters from multiple hazards.
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The ultimate aim of the framework is to assist the user to thoughtfully, deliberately, ethically, and rationally determine whether or not the delivery of one or more vaccines to specific target populations during the acute phase of an emergency would result in an overall saving of lives, a reduction
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in the population burden of disease, and generally more favourable outcomes than would otherwise be the case.
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Key resources include the Manual for Disaster Response Teams, which helps experts plan public communication, exchange information, and manage media, ensuring crucial data reaches humanitarian actors
Lessons learned around RCCE in outbreak responses in East and Southern Africa recognise the need to learn from and strengthen national and cross-border collaboration in the face of frequent public health emergencies. In October 2023, One Health partners conducted a Simulation Exercise in the Mandera
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region between Ethiopia, Kenya, and Somalia to test cross-border readiness. One of the key recommendations from this workshop was that current and future agreements, plans, and SOPs on One Health Emergency Preparedness and Response (EPR) in all three countries should include RCCE for cross-border situations.
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