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Low Resource Settings

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lightbulbAbout this topic
Low resource settings refer to environments, often in developing regions, characterized by limited access to financial, human, and infrastructural resources. These settings face challenges in healthcare, education, and economic development, impacting the quality of services and overall well-being of populations.
lightbulbAbout this topic
Low resource settings refer to environments, often in developing regions, characterized by limited access to financial, human, and infrastructural resources. These settings face challenges in healthcare, education, and economic development, impacting the quality of services and overall well-being of populations.

Key research themes

1. How can healthcare supply chains in low-resource settings be strengthened through Public-Private Partnerships (PPPs)?

This theme investigates the design, implementation, and impact of Public-Private Partnerships (PPPs) in improving healthcare supply chain logistics—including vaccine distribution, cold chain management, and last-mile delivery—in low-resource and low- and middle-income countries (LMICs). The focus is on how PPPs can leverage private sector efficiencies alongside public sector goals to enhance supply chain performance, accountability, and innovation, addressing infrastructure inadequacies and fragmented delivery systems.

Key finding: This paper provides a structured literature review and empirical case analyses from Nigeria, India, Kenya, Rwanda, and Senegal, illustrating that PPP mechanisms—such as service contracts, digital tracking platforms, drone... Read more
Key finding: By reviewing innovative financial models including microfinance, community-based health insurance, and social impact bonds, this study demonstrates that tailored financial mechanisms can mobilize resources to improve... Read more
Key finding: Although not focused exclusively on supply chains, this work shows how organizational culture change facilitated through structured programs can build institutional capacity in constrained environments. The 'train the... Read more

2. What techniques can enhance medical imaging quality for diagnostics in low-resource healthcare environments?

This research area explores advanced super-resolution imaging techniques to improve diagnostic capabilities in low-resource settings where imaging devices typically produce lower quality outputs. It focuses on the application and comparative performance of state-of-the-art machine learning models for enhancing image resolution and diagnostic accuracy, thereby bridging technology gaps caused by equipment and infrastructure limitations.

Key finding: This paper rigorously evaluates multiple super-resolution (SR) models—including dual back-projection internal learning and state-of-the-art GAN and transformer-based approaches—on fetal ultrasound images from five developing... Read more
Key finding: Comparing VIA, a low-cost screening technique, to HPV testing against cytology as a reference, the study found VIA exhibited lower sensitivity (22%) but high specificity (96%) for detecting abnormal cytology in rural... Read more

3. How can energy-efficient resource management optimize computing systems and cloud infrastructures in low-resource or constrained environments?

This theme covers algorithmic, architectural, and software-based approaches to improve energy and resource efficiency in computing platforms—ranging from memory allocation in software to container management in cloud-based serverless environments. It explores optimization methods that reduce power consumption while maintaining or improving performance, particularly relevant for low-resource settings where hardware and energy constraints are critical.

Key finding: The study presents a novel memory allocator design aimed at reducing fragmentation and memory waste in high-memory applications written in C++, yielding up to 1.3× performance improvements with 18% less memory usage compared... Read more
Key finding: By profiling and analyzing microservice-based applications on Kubernetes and Brigade serverless frameworks, the proposed Fifer system achieves 4× improvement in container utilization and 31% reduction in cluster-wide energy... Read more
Key finding: This paper proposes a portable and modular runtime resource manager leveraging Linux control groups (cgroups) to dynamically control CPU, memory, and I/O resources of multicore systems at runtime. The framework enables... Read more
Key finding: The application of deep reinforcement learning (specifically proximal policy optimization) to cloud infrastructure automatic scaling yielded adaptive resource provisioning policies that respond dynamically to time-varying... Read more

All papers in Low Resource Settings

Every November 12th, the global health community hosts World Pneumonia Day, and in 2020, on the 11th iteration, we find ourselves once more facing the fact that pneumonia is the leading global cause of infectious mortality amongst... more
Introduction: Cardiovascular-related diseases, with hypertension as a key precursor, have increased in recent years. Effective management of hypertension improves life expectancy, yet poor medication adherence remains a challenge,... more
This study investigates the effectiveness of structured antenatal education (SAE) programs in enhancing maternal health literacy and birth preparedness among primigravida women in low-resource settings. Despite numerous efforts to reduce... more
Exposure therapy is a highly effective, evidence-based treatment technique for children and adolescents with anxiety disorders. Regardless, therapists in the community are reported to use exposure relatively rarely compared with other... more
A rapid test to identify patients with sickle cell disease could have important benefits in lowresource settings. Sickle cell anemia (SCA) affects about 300,000 newborns each year, the majority of whom are born in sub-Saharan Africa.... more
Half of all pregnancies at risk of malaria worldwide occur in the Asia–Pacific region, where Plasmodium falciparum and Plasmodium vivax co-exist. Despite substantial reductions in transmission, malaria remains an important cause of... more
Many low-income countries continue to have high fertility levels and unmet need for family planning (FP) despite progress in increasing access to modern contraceptive methods and in reducing the total fertility rate (TFR). Health... more
Public-Private Partnerships (PPPs) are increasingly recognized as vital mechanisms for improving healthcare supply chains in low-resource settings. These partnerships bring together the strengths of the public sector—such as policy... more
AimsSince its emergence in early 2020, the novel severe acute respiratory syndrome coronavirus 2 causing coronavirus disease 2019 (COVID-19) has reached pandemic levels, and there have been repeated outbreaks across the globe. The aim of... more
by Justin Jacques and 
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The stepped care model (SCM) is a healthcare approach in which patients and providers collaborate to select interventions and adjust the level of care over time based on outcomes. The approach is widely used in primary healthcare and... more
Generative transformer-based models have reached cutting-edge performance in long document summarization. Nevertheless, this task is witnessing a paradigm shift in developing ever-increasingly computationally-hungry solutions, focusing on... more
Super-resolution (SR) techniques present a suitable solution to increase the image resolution acquired using an ultrasound device characterized by a low image resolution. This can be particularly beneficial in low-resource imaging... more
Purpose Food insecurity has been linked with maternal depression in low-income settings. Few studies have looked at factors associated with both food insecurity and maternal depression as outcomes. This study aimed to assess factors... more
Purpose Food insecurity has been linked with maternal depression in low-income settings. Few studies have looked at factors associated with both food insecurity and maternal depression as outcomes. This study aimed to assess factors... more
Health disparities in low-resource settings persist as a critical challenge, amplifying inequalities in access to healthcare services. Innovative financial mechanisms, including microfinance initiatives, health insurance schemes tailored... more
Arousal status of patient in correlation with anaesthetic effect is the vital consideration for an anaesthesiologist. Recent anaesthesia has proposed hi-tech solutions to deal with it. This review throws a light on practical and realistic... more
For a clinical study in the European research network on better diagnosis for neglected infectious diseases (NIDIAG) project (Better Diagnosis of Neglected Infectious Diseases: www. nidiag.org), we developed Standard Operating Procedures... more
Background People with HIV-1 (PWH) exhibit a high fall incidence and increased fracture risk. As little is known about fall frequency and associated factors in PWH residing in lower-middle-income countries (LMIC), we investigated fall... more
Self-regulation is developed early in life through family and parenting interactions. There has been considerable debate on how to best conceptualize and enhance self-regulation. Many consider self-regulation as the socio-emotional... more
Generative transformer-based models have reached cutting-edge performance in long document summarization. Nevertheless, this task is witnessing a paradigm shift in developing ever-increasingly computationally-hungry solutions, focusing on... more
BackgroundInternational thyroid nodule and cancer management guidelines generally fail to take into account potential limitations in diagnostic and treatment resources.MethodsThyroid cancer specialists from the African Head and Neck... more
BackgroundInternational thyroid nodule and cancer management guidelines generally fail to take into account potential limitations in diagnostic and treatment resources.MethodsThyroid cancer specialists from the African Head and Neck... more
The Ebola virus (EBOV) causes a highly virulent and deadly disease. The 2014 Ebola outbreak in West Africa was the largest in history. The rapid spread highlighted the need for a quick and accurate diagnostic method that can be employed... more
In performing the calibration of the sphygmomanometer, the officer needs to first reset the installation and pump the bulb slowly until it reaches the set point in accordance with the calibration settings where this does not provide... more
Single-visit “screen-and-treat” strategies using visual inspection with acetic acid (VIA) and cryotherapy (liquid nitrous oxide ablation) in low-resource settings are commonly used to detect and treat precancerous lesions for cervical... more
There is great global disparity in the outcome of infants born with gastroschisis. Mortality approaches 100% in many low income countries. Barriers to better outcomes include lack of antenatal diagnosis, deficient pre-hospital care,... more
Background: Gastroschisis is associated with less than 4% mortality in high-income countries and over 90% mortality in many tertiary paediatric surgery centres across sub-Saharan Africa (SSA). The aim of this trial is to develop,... more
In Bangladesh, female paramedics known as Family Welfare Visitors (FWVs), conduct normal deliveries in first-level primary care facilities, or Union Health and Family Welfare Centres (UH&FWC). Utilization of partographs allow for early... more
The enforced rapid transition to online/distance education in 2020 created immeasurable disruption both for the faculty and students in HE contexts. The present study discusses whether an opportunity is born out of a globally experienced... more
Background Current guidelines recommend the use of the lateral flow urine lipoarabinomannan assay (LAM) in HIV-positive, ambulatory patients with signs and symptoms of tuberculosis (TB) only if they are seriously ill or have CD4 count �... more
Background: In India, 3.6 million pregnancies are affected by preterm birth annually, with many infants dying or surviving with disability. Currently, there is no simple test available for screening all women at risk of spontaneous PTB in... more
Generative transformer-based models have reached cuttingedge performance in long document summarization. Nevertheless, this task is witnessing a paradigm shift in developing ever-increasingly computationally-hungry solutions, focusing on... more
Based on clinical presentation, pathophysiology, high infectivity, high cardiovascular involvement, and therapeutic agents with cardiovascular toxicity of coronavirus disease 2019 (COVID-19), regular cardiovascular treatment is being... more
Background: A timely differential diagnostic is essential to identify the etiology of central nervous system (CNS) infections in children, in order to facilitate targeted treatment, manage patients, and improve clinical outcome.... more
Background: Although research continues to support task-shifting as an effective model of delivering evidence-based practices (EBPs), little scholarship has focused how to scale up and sustain task-shifting in low- and middle-income... more
Background Many low-income countries continue to have high fertility levels and unmet need for family planning (FP) despite progress in increasing access to modern contraceptive methods and in reducing the total fertility rate (TFR).... more
The coronavirus disease 2019 (COVID-19) pandemic has affected educational institutions and instructors in an unprecedented way. The majority of educational establishments were forced to take their courses online within a very short period... more
Background This study examined the prevalence and factors associated with detectable viremia, as well as clinical outcomes among People with HIV (PWH) receiving antiretroviral therapy (ART) who initially achieved viral suppression in two... more
Background The majority of the five million perinatal deaths worldwide take place in low-resource settings. In contrast to high-resource settings, almost 50% of stillbirths occur intrapartum. The aim of this study was to synthesise... more
Objective: To determine acceptable and achievable strategies of intrapartum fetal monitoring in busy low-resource settings. Methods: Three rounds of online Delphi surveys were conducted between January 1 and October 31, 2017.... more
Background The majority of the five million perinatal deaths worldwide take place in low-resource settings. In contrast to high-resource settings, almost 50% of stillbirths occur intrapartum. The aim of this study was to synthesise... more
Background The current COVID-19 pandemic is affecting all aspects of society worldwide. To combat the pandemic, measures such as face mask–wearing, hand-washing and -sanitizing, movement restrictions, and social distancing have been... more
For a clinical study in the European research network on better diagnosis for neglected infectious diseases (NIDIAG) project (Better Diagnosis of Neglected Infectious Diseases: www. nidiag.org), we developed Standard Operating Procedures... more
Background: Using Doppler to improve detection of intrapartum fetal heart rate (FHR) abnormalities coupled with appropriate, timely intrapartum care in low-and middleincome countries (LMIC) can save lives. Objective: To review studies... more
Background: Gastroschisis is associated with less than 4% mortality in high-income countries and over 90% mortality in many tertiary paediatric surgery centres across sub-Saharan Africa (SSA). The aim of this trial is to develop,... more
Background There is a dearth of information about “brain fog,” characterized by concentration, word-finding, or memory problems, which has been listed in the new World Health Organization provisional classification “U09.9 Post-COVID-19... more
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