Re-ranks the patient queue by clinical urgency inside OpenMRS. Rather than leaving triage to a generative model, it uses the deterministic NEWS2 score, so the behaviour is predictable — judges and community voters both put it first for how deployable it looked.
It says something that the entry taking first place at an AI hackathon deliberately keeps generative models away from the decision itself. The deterministic NEWS2 score makes behaviour predictable and lets a clinician explain why one patient moved ahead, which is usually what decides whether a tool gets near patients at all. Living inside OpenMRS means nobody has to fund another system, and judges and community voters agreed.
Good intentions do not win. Every public-good project in this archive nailed the operational details.
Projects that explicitly refuse to let a generative model decide tend to score higher, not lower.
Summaries are written by this site. Project pages include demo videos, screenshots and the team's own write-up (videos may autoplay).