Things & Thinks XXVIII

Santosh Shevade
4 min readNov 11, 2021

2021 has been flying by so fast and I cannot believe that we are already just about a month away before this year ends! As usual, a lot of activity has picked up towards the year end, which reflects in this edition of Things & Thinks.

Research Digest

  • There is a lot of interest in mHealth technology in non-communicable disease management, however a consistent limitation of these interventions is that there is a lack of data to suggest sustained engagement from patients for their usage. A recent study in JAMA Network Open provided important insights into engagement and self-management of hypertension. It showed that Greater engagement was associated with lower systolic BP over time; Greater engagement was also associated with lower risk of very high BP. The estimated probability of a very high BP was greater in the low-engagement group compared with the medium- and high- engagement groups.
  • Researchers from Arizona State University wrote a fantastic perspective about digital medicine and high dimensional data. Here are some key insights-Health state data are complex owing to the variability of human signals, contextual factors, and environmental variables. As we increase the number of clinical variables we measure, there is a combinatorial explosion in the possible values that the variables can jointly take. The curse of dimensionality results in compounding negative effects on generalizability. When algorithm designers use inadequate sample sizes to train and evaluate algorithms for finding patterns in a complicated construct (e.g., human health), the large volume of the blind spot regions can lead to highly variable estimates of true model performance. The authors suggest several considerations for each step of model development and deployment to avoid the trap of dimensionality.

Digital Healthcare news

📊Healthcare Chart(s) of the Month:

China’s healthcare innovation does not get as much attention as the rest of the world. However the two graphs above show the rising investment in venture funding in healthcare in China, which cane be a proxy for the innovation that’s happening there.

🔗Healthcare Tweet of the Month:

Often, we do not consider how much interest patients have in their own medical history and bringing out insights from them. This tweet gives an amazing insight-

📘Healthcare Longread of the Month:

As patients continue to adopt technology at a faster rate, caregivers and physicians will continue to get more and more informed questions from these tech-savvy ‘customers’. This article in Verge brings out a nice narrative about what kind of thoughts and questions are coming to the table and how are clinicians and caregivers responding to this need. Worth a read!

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Santosh Shevade

Healthcare Innovation | Outcomes Research | Implementation and Impact