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Volume 27 Issue 7, July 2021

Deep learning for HIV field tests

Rachel McKendry, Valérian Turbé and colleagues at University College London and the Africa Health Research Institute use deep-learning algorithms to classify images of rapid human immunodeficiency virus lateral-flow tests acquired in rural South Africa. The pilot study demonstrated high levels of sensitivity and specificity relative to that of traditional visual interpretation. The cover, by Da Huang, a postdoctoral fellow in the University College London i-sense team, is influenced by African designs and illustrates the use of a mobile tablet to collect and analyze test results. This research highlights the potential of deep learning–enabled diagnostics in low-resource settings.

SeeMcKendry and colleagues

Image credit: Da Huang. Cover design: Marina Spence.

Editorial

  • Telehealth has emerged as an unexpected silver lining of the COVID-19 pandemic, improving access to care and facilitating a transition toward digital medicine. Cementing these gains now could help make healthcare more equitable once the pandemic has ended.

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  • Misinformation about COVID-19 vaccines often starts life in Europe or the United States but has found fertile ground in Africa, which poses a challenge for local health leaders.

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  • Black people living in Africa must be involved in setting the priorities for global health research, policies and programs that affect their daily lives, in order to move away from a funding culture that fosters colonialism, racism and white supremacy.

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  • Cancer screening with germline genetic sequencing and liquid biopsy could facilitate early cancer detection. But testing if these technologies reduce the burden of cancer mortality will require rethinking how clinical trials are run.

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  • Pay-it-forward programs, whereby someone receives a gift or free service and then gives a gift to another person in return, have expanded during the COVID-19 pandemic and provide an opportunity for healthcare providers to reduce costs, increase uptake of interventions such as testing and vaccines, and promote sustainability.

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  • An analysis of COVID-19 vaccine allocation frameworks in the United States across 64 Centers for Disease Control and Prevention jurisdictions reveals that, as of 31 March 2021, 37 jurisdictions had adopted disadvantage indices to reduce health disparities. The analysis also highlights the importance of vaccine prioritization based on health and place.

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