Questions About Deployment Data and Research

We share aggregate program-level data including screening volumes, geographic coverage, demographic reach, referral pathway activation rates, and community health worker adoption metrics. All data is anonymized and governed by ethical protocols approved by relevant institutional review boards.

Community health workers use Circadify's smartphone-based rPPG screening tool during routine household visits and community health events. Each screening takes approximately 30 seconds using only the phone's front-facing camera. No wearable devices, cuffs, or consumable supplies are required. Individual screening events aggregate into program-level datasets.

Yes. We collaborate with university research groups and public health institutions on studies examining the operational characteristics and population-level impact of smartphone-based vitals screening. Researchers can propose study protocols and request access to anonymized field datasets through our collaboration portal.

Grant-making bodies use our structured outcome reports to evaluate program milestones, assess population reach, and make evidence-based funding continuation decisions. The data provides the screening volumes, geographic coverage metrics, and referral pathway outcomes that funders need for program evaluation.

We welcome collaboration from academic researchers, public health institutions, and implementing partners. Visit the Circadify research blog to explore published findings, or reach out directly to discuss research partnerships, data sharing agreements, or joint deployment studies.

All programs operate under institutional review board oversight with community-level informed consent protocols. Data sovereignty practices ensure that information collected in a given community serves that community's interests. Anonymization is applied before any data leaves the program implementation environment.