← Latest papers
📄 medicine

Adoption and utilization of the electronic logistics management information system and supply chain performance in public health facilities in the Greater Kampala Metropolitan Area, Uganda: a cross-sectional study

This cross-sectional study of 60 public health facilities in Greater Kampala, Uganda, reveals that while eLMIS adoption is moderate and uneven, intensive utilization of the system is significantly associated with improved supply chain performance, including reduced stock-outs, fewer expiries, and shorter lead times.

Original authors: Mark Kaddu, Bruhan Kaggwa, Pamela Assimwe, Joan Nalunkuuma, Christine H Namugerwa

Published 2026-08-03
📖 5 min read🧠 Deep dive

Original authors: Mark Kaddu, Bruhan Kaggwa, Pamela Assimwe, Joan Nalunkuuma, Christine H Namugerwa

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Imagine the supply chain of a hospital as a giant, bustling kitchen. In this kitchen, the chefs (doctors and nurses) need fresh ingredients (medicines) to cook meals that keep people healthy. If the pantry runs empty, patients go hungry; if the ingredients sit too long, they spoil and get thrown away. For decades, many kitchens in developing countries kept track of their pantry using messy paper notebooks. It was like trying to manage a massive grocery store with a crumpled receipt and a memory that fades by noon. To fix this, many places started using "Electronic Logistics Management Information Systems" (eLMIS). Think of eLMIS as a super-smart, digital pantry manager. It's an app or computer program that automatically counts the ingredients, warns you when you're running low, tells you when things are about to expire, and sends orders to the supplier instantly. It's the difference between guessing how many eggs you have and having a screen that says, "You have 12 eggs, and you need 20 more by Friday."

But here's the tricky part: just buying the fancy digital pantry manager doesn't mean the kitchen will run better. If the staff doesn't know how to use it, if the internet keeps cutting out, or if they keep writing on paper anyway, the system is just a fancy paperweight. This is the big question researchers in Uganda wanted to answer: Does simply having the digital system help, or does it only work if the staff actually uses it every day? They looked at public health facilities in the Greater Kampala Metropolitan Area (a busy region around the capital city) to see who had the system, how well they were using it, and whether it actually stopped medicines from running out or going bad.

The Digital Pantry Experiment

In this study, researchers visited 60 public health facilities in the Greater Kampala area, which includes hospitals and smaller health centers. They wanted to see the real-world story of these digital systems. They didn't just ask, "Do you have a computer?" They looked under the hood: Was the computer actually on? Did the staff know how to log in? Were they using the system to order medicine, or were they still scribbling on paper?

The results painted a picture of a system that is half-built and unevenly used. Out of the 60 places they checked, only 33 (about 55%) had successfully installed and could actually access the eLMIS. It was like a neighborhood where some houses got a high-tech smart home system, but others were still using old-fashioned keys. The bigger the facility, the more likely they were to have the system. All 5 hospitals had it, but only about half of the smaller Health Centre IIIs did. Even among the places that had the system, the "readiness" wasn't perfect. About 20% of the places with the system didn't have anyone trained to use it, and nearly a third didn't have reliable internet or a dedicated computer for the job.

The "Use It or Lose It" Discovery

The most exciting part of the study is what happened when they looked at how the system was actually used. The researchers found that having the system installed was good, but using it intensely was much better. They created a "utilization score" to measure how hard the staff was working with the digital tool.

Here is the magic: The facilities that used the system heavily had significantly better results than those that didn't use it at all.

  • Running Out of Medicine: Facilities that didn't use the system had tracer medicine stock-outs (running out of key drugs) 51.9% of the time. In contrast, the facilities using the system had stock-outs only 21.2% of the time.
  • Spoilage: The places that didn't use the system had an average of 7.4 batches of medicine expire (go bad) in six months. The users had only 3.1 expired batches.
  • Speed: When non-users ordered medicine, it took an average of 4.6 weeks to arrive. Users got their supplies in just 3.2 weeks.

The study showed a clear ladder of success. The worst results were at the bottom (places with no system). The middle rung was for places that had the system but used it a little bit (low utilizers). The top rung, with the best results, belonged to the "high utilizers"—places where the staff used the system daily for everything from counting stock to making decisions.

What This Means for the Future

The researchers concluded that simply installing the software isn't the finish line; it's just the starting block. The data suggests that the real magic happens when the system becomes part of the daily routine. The study found that the "intensity of use" was the strongest predictor of success, even more so than just the size of the hospital.

However, the authors are careful to say this isn't a "solved" problem yet. Because this was a snapshot in time (a cross-sectional study), they can't say for 100% certain that the system caused the improvement, though the link is very strong. They also noted that the study was done in a relatively well-connected urban area, so the results might look different in more remote villages where internet and electricity are scarcer.

The takeaway is a call to action: To make these digital pantries work, we need to stop focusing only on installing the computers. We need to focus on training the staff, fixing the internet, and making sure the system is actually used for decision-making, not just for filling out forms. If we can turn those "low utilizers" into "high utilizers," the study suggests we could see even fewer empty shelves and less wasted medicine, keeping more people healthy.

Drowning in papers in your field?

Get daily digests of the most novel papers matching your research keywords — with technical summaries, in your language.

Try Digest →