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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
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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
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The Global Fund is a worldwide partnership to defeat AIDS, tuberculosis (TB) and malaria and ensure a healthier, safer and more equitable future for all. We raise and invest up to US$5 billion a year to fight deadly infectious diseases, challenge th
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e injustice that fuels them, and strengthen health and community systems in more than 100 of the hardest hit countries.
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Prevention, early diagnosis, and effective treatment are essential for the control and elimination of Neisseria gonorrhoeae as a public health problem. Currently, in Latin America and the Caribbean, treatm
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ent for gonorrhea infection is largely empiric and based on clinical diagnosis. In the Americas, the high burden of new N. gonorrhoeae infections (estimated at 11 million new cases a year), the complexity of the disease epidemiology, and in many countries the limited resources, make it difficult to fully understand the burden of disease and the burden of antimicrobial resistance (AMR) in N. gonorrhoeae.
PAHO has developed this document to facilitate the navigation of available guidance and recommendations for N. gonorrhoeae AMR surveillance by public health and health care professionals, at the national and subnational levels, involved in designing, implementing, and/or strengthening AMR surveillance of N. gonorrhoeae and overall surveillance of sexually transmitted infections.
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The Creditor Reporting System was analysed for official development assistance funding disbursements towards TB control in 11 conflict-affectedstates, 17 non-conflict-affected fragile states and 38 comparable non-fragile states. The amounts of fundi
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ng, funding relative to burden, funding relative to malaria and human immunodeficiency virus (HIV) control, disbursements relative to commitments, sources of funding as well as funding activities were extracted and analysed.
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By 2030, without accelerated scale-up of prevention and treatment coverage there may be an estimated 320 000 new HIV infections and 7.6 million people living with HIV
The manual is written for clinicians working at the district hospital (first-level referral care) who diagnose and manage sick adolescents and adults in resource constrained settings. It aims to support clinical reasoning, and to provide an effective clinical approach and protocols for the managemen
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t of common and serious or potentially life-threatening conditions at district hospitals. The target audience thus includes doctors, clinical officers, health officers, and senior nurse practitioners. It has been designed to be applicable in both high and low HIV prevalence settings.
Volume 2 provides a symptom-based approach to clinical care for acute and subacute conditions (including mental health). It provides short summaries of the management of diseases that affect multiple systems of the body, focusing on communicable diseases. It also includes the chronic or long-term management of HIV, TB, alcohol, and substance use disorders.
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The agenda focuses on six critical changes necessary for more children suffering from SAM to access effective treatment. Building on lessons from the last decade, and the experiences of other successful health initiatives, the agenda addresses issue
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s ranging from the creation of a more enabling environment to stronger mechanisms for tracking progress. It provides a diagnosis of the key challenges in each of these areas to-date and the specific solutions needed to turn things around over the next five years. These solutions require a collective effort at global, regional and national levels. The Agenda lays out Action Against Hunger’s commitments and contributions to these joint efforts
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Primary Care 101
recommended
Symptom-based integrated approach to the adult in primary care.
Primary Care 101 is a comprehensive clinical practice guideline that aims to equip nurses and other clinicians to diagnose and manage common adult conditions at primary level.
Tb; HI
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V; Asthma/COPD; cardiovascular disease; diabetes; Mental health conditions; Epilepsy; Musculoskeletal disorders; Women’s health
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This implementation tool describes the recommended approaches for routine monitoring of toxicity integrated with the national monitoring and evaluation system and targeted approaches to monitoring toxicity to enable enhanced monitoring and reporting of tre
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atment-limiting toxicity to support country implementation and generation of local data.
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The Millennium Development Goals (MDGs) showed
that global commitment and collective action
could significantly reduce the disease burdens of
three deadly communicable diseases: HIV/AIDS,
tuberculosis (TB) and malaria. The MDGs helped
focus eff
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orts on these three deadly diseases
and leveraged disease-specific programmes and
financing, thus achieving significant progress.
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Guidelines on hepatitis B and C testing
recommended
Testing and diagnosis of hepatitis B (HBV) and C (HCV) infection is the gateway for access to both prevention and treatment services, and is a crucial component of an effective response to the hepatitis epidemic. Early identification of persons with
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chronic HBV or HCV infection enables them to receive the necessary care and treatment to prevent or delay progression of liver disease. Testing also provides an opportunity to link people to interventions to reduce transmission, through counselling on risk behaviours and provision of prevention commodities (such as sterile needles and syringes) and hepatitis B vaccination.
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The main goal of the National Health Plan (NHP) 2017-2021 is to extend access to a basic Essential Package of Health Services (EPHS) to the entire population while increasing financial protection. In order to extend service delivery to all communities, the NHP calls for all health workers (whether c
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ommunity-based, outreach-based or facility-based) involved in the delivery of health promotion, prevention and treatment services to be fully recognised and institutionalized within the health system to ensure efficient use of resources, necessary oversight and quality service provision (regardless of whether the health workers are voluntary or salaried). The first year Annual Operational Plan (AOP) of the NHP 2017-2021 calls for a comprehensive literature review of the situation of all Village Based Health Workers (VBHWs) in the country to inform the development of a comprehensive, institutionalized approach to community health for the country.
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Este documento presenta modelos de algoritmos que permiten investigar por métodos bacteriológicos a los pacientes para el diagnóstico de tuberculosis (TB), TB asociada al Virus de Inmunodeficienc
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ia Humana (TB-HIV) y TB drogorresistente (TBDR).
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The report focuses on antibacterial resistance (ABR) in common bacterial pathogens. There is a major gap in knowledge about the magnitude of this problem. Antimicrobial resistance (AMR) threatens the effective revention and treatment of an ever-incr
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easing range of infections caused by bacteria, parasites, viruses and fungi. This WHO report, produced in collaboration with Member States and other partners, provides for the first time, as accurate a picture as is presently possible of the magnitude of AMR and the current state of surveillance globally. It examines the information on AMR, in particular antibacterial resistance (ABR), at country level worldwide.
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For 50 SAM children with medical complications and for a paediatric ward of 10-15 beds for 3 months
The PED/SAM kit is especially designed to provide medicines, renewables and equipment suitable for children and to treat the common childhood illness including severe acute malnutrition with medica
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l complications.
This kit does NOT contain any food supplements, TB, HIV medicines or vaccines.
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The purpose of these guidelines is to help health workers to participate in the process of continuous surveillance of safety and efficacy of the pharmaceutical products which are used in clinical practice, thus help to achieve the ultimate goal to make safer and more effective
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treatment available to patients. This guideline addresses specifically the issues on what to report, why to report, when to report, where to report and how to report.
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Journal of the International AIDS Society 2017, 20(Suppl 4):21644
National AIDS Programme in Myanmar has made significant progress in scaling up antiretroviral treatment (ART) services and recognizes the importance of differentiated care for pe ... ople living with HIV. Indeed, long centred around the hospital and reliant on physicians, the country's HIV response is undergoing a process of successful decentralization with HIV care increasingly being integrated into other health services as part of a systematic effort to expand access to HIV treatment. This study describes implementation of differentiated care in Médecins Sans Frontières (MSF)‐supported programmes and reports its outcomes.
https://doi.org/10.7448/IAS.20.5.21644 more
National AIDS Programme in Myanmar has made significant progress in scaling up antiretroviral treatment (ART) services and recognizes the importance of differentiated care for pe ... ople living with HIV. Indeed, long centred around the hospital and reliant on physicians, the country's HIV response is undergoing a process of successful decentralization with HIV care increasingly being integrated into other health services as part of a systematic effort to expand access to HIV treatment. This study describes implementation of differentiated care in Médecins Sans Frontières (MSF)‐supported programmes and reports its outcomes.
https://doi.org/10.7448/IAS.20.5.21644 more
This document was prepared in response to a need to review and potentially update the current recommendations for the antibiotic treatment of both inpatient and outpatient management of severe acute malnutrition (SAM). The current recommendations (T
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able 1) are based on guidelines published in 2013 in the WHO Pocketbook for Hospital Care for Children, and the 2013 update on SAM (outpatient management). The global threat of increasing antimicrobial resistance and new data on efficacy and safety profiles requires a re-review of the current evidence to ensure recommendations are the most appropriate. The evidence base for the use of antibiotics in children presenting with uncomplicated SAM has been recently enlarged.
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Best practice portal: standards and guidelines
recommended
The Best practice portal is a resource for professionals, policymakers and researchers in the drugs field. We provide information on the available evidence on drug-related prevention, treatment and harm reduction, focusing on the European context. T
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he evidence is compiled following an explicit methodological process.
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HIV infection, due to the immunosuppressant that leads, nowadays constitutes an aggravating factor of endemic tuberculosis. Tuberculosis remains a huge burden to human health, even in the early 21st century. The situation is deteriorating in many countries, particularly because of the synergy with t
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he HIV epidemic and the emergence of multidrug-resistant (MDR) and extensively drug resistant (XDR) tuberculosis. The urgent development of new tools that can improve the diagnosis, prevention and/or treatment of tuberculosis and other major mycobacterium diseases depends largely on the progress of basic and applied research. Faced with this situation, there is an urgent need for effective strategies and actions to permanently solve the problem of this endemic disease whose impact is too negative on people’s lives.
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