Jaqueline Gomes Nua – Direct

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Recommendations for Future Research

Conclusion

3.2. Thematic Pillars

| Pillar | Representative Works | Core Contributions | |--------|----------------------|--------------------| | 1. Sensor‑Driven Telemonitoring | – Nua, J.G. et al., “Low‑Cost ECG Wearable for Rural Clinics”, IEEE TBME (2018).
– Patent BR‑10 2020 023456 (non‑invasive SpO₂ sensor). | • Design of ultra‑low‑power wearable nodes (< 5 g).
• Validation in 1 200 patients across three Brazilian states. | | 2. AI‑Assisted Clinical Decision Support (CDS) | – Nua, J.G. & Silva, P., “Deep Learning for Diabetic Retinopathy Screening in Mobile Settings”, Nature Digital Medicine (2020).
– Open‑source library HealthAI‑Lite (2021). | • Convolutional networks achieving 92 % AUC on local datasets.
• Edge‑deployment framework enabling inference on smartphones. | | 3. Open‑Source Health‑Tech Entrepreneurship | – Nua, J.G. (Founder), “PulseSense: From Lab to Market”, Harvard Business Review (2022).
– Startup PulseHealth acquisition (2023). | • Creation of a sustainable business model based on SaaS licensing of open‑source core.
• Demonstrated 30 % cost reduction vs. proprietary alternatives. |