We test Qu rigorously through a multi-step process that ensures safety and clinical robustness. Our testing ranges from scenario-specific vignettes to real-world applications.
Qu is assessed using clinical scenarios that replicate representative clinical conditions. The AI's capabilities and response accuracy is evaluated in controlled, hypothetical situations, ensuring that the system performs reliably across a large number of diverse clinical contexts.
A diverse cohort of healthcare professionals and clinicians reenact patient consultations to assess Qu’s ability to gather information, ask relevant questions, and provide accurate responses. This is designed to emulate authentic clinical scenarios, providing a robust framework for evaluating Qu's decision-making process and response accuracy.
Quadrivia will recruit a diverse group of volunteers representing specific demographics. Each participant will recall a recent health issue to consult with Qu and a human evaluator. Volunteers will input the same information in both sessions, ensuring consistent details for comparison. Consultations will be recorded and scored based on our Evaluation Scorecard.
Quadrivia’s Clinical Advisory Group comprises of leading healthcare professionals from around the world, guiding the development of Qu to ensure clinical accuracy, patient safety, and ethical healthcare practices.
Professor Shafi Ahmed is a pioneering surgeon and digital health innovator with a diverse portfolio of roles. He serves as CEO of Medical Realities while maintaining his position as a Consultant Colorectal Surgeon at Barts Health NHS Trust. Prof. Ahmed holds numerous academic positions, including Honorary Professor at UCL and visiting professorships at Imperial College London.
His expertise spans surgical innovation, medical education, and digital health transformation, reflected in his roles as Chief Medical Metaverse Officer at Aimedis and advisor to various governments and health tech companies. Prof. Ahmed is actively involved in global health initiatives, has served on the council at the Royal College of Surgeons of England, and has also founded and chaired global international health tech events.
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Dr. Daruwalla is a healthcare leader, blending his clinical experience as a surgeon across geographies with his business and technology acumen as the Asia Pacific Health Industries Leader for PwC while remaining a practicing clinician. Also co-founder of HiruX and independent clinical advisor to early stage HealthTech startups and governments, his work encompasses digital health, medical education, and HealthTech ecosystem development, aiming to make quality healthcare affordable and accessible to all.
A telemedicine pioneer, Dr. Daruwalla has significantly contributed to Singapore's healthcare ecosystem and has a number of “firsts” to his name both locally and internationally. With 22,000+ LinkedIn followers, he is a respected thought leader in healthcare innovation and clinical transformation, driving change across clinical practice, industry leadership, and health technology advancement.
Dr. Khayat is a health futurist bridging scientific expertise with strategic insight in healthcare innovation. Holding a Ph.D. in biochemistry, she serves as health futurist in residence for Deloitte Canada, growth advisor for Teladoc Health Canada, and adjunct professor at the University of Toronto's Rotman School of Management.
Her diverse background includes roles as Future Strategist at SE Health and Innovation Sherpa at Radboud University Medical Centre in the Netherlands. A thought leader with over 10,000 LinkedIn followers, Dr. Khayat guides organisations through healthcare's evolving landscape, combining her scientific background with extensive strategy consulting and tech startup experience to drive innovation in the sector.
Rebecca Love is a prominent advocate for nurse-led innovation in healthcare. Currently serving as Chief Nursing Officer at connectRN, she focuses on empowering nurses and addressing the nursing staffing crisis. Her career spans roles such as Chief Clinical Officer at IntelyCare and Director of Nurse Innovation & Entrepreneurship at Northeastern University.
She founded hirenurses.com, which was acquired in 2018, and founded two nursing non-profits: Sonsiel and The Commission for Nurse Reimbursement. She is a TED speaker on nurse innovation, holds visiting professorships, and contributes to various healthcare initiatives. She is a Top LinkedIn Voice, with over 74,000 LinkedIn followers, she's an influential voice in nursing leadership, healthcare innovation, and workforce solutions, dedicated to expanding the impact of the nursing profession through innovation, technology and education.
Dr. Pillay holds various roles in healthcare organizations, including Co-Chairperson of Africa Telehealth Collaboration, CEO of the Independent Practitioners Association Foundation, and Founding Member of the Digital Healthcare Association of South Africa. Dr. Pillay also serves as an advisor to several healthcare organization boards and as a faculty member at multiple universities.
Dr. Pillay qualified as a medical doctor (MBBCh) from the University of the Witwatersrand in 1995. He has been practicing as a Family Practitioner in a Multidisciplinary General Practice for over 27 years and has a special interest in Chronic Disease Management, Outcomes-Based Care, Digital Transformation, and Innovation in Healthcare.
In addition to his practice, Unben holds various roles in healthcare organizations, including Co-Chairperson of Africa Telehealth Collaboration, CEO of the Independent Practitioners Association Foundation, and Founding Member of the Digital Healthcare Association of South Africa. Unben also serves as an advisor to several healthcare organization boards and as a faculty member at multiple universities.
Dr. Rajendra Pratap Gupta is a leading global voice in Digital Health and has played a pioneering role in shaping the domain of digital health working with various multilateral bodies and governments.
His book ‘Digital Health- Truly Transformational’ remains the global bestseller and course book and is the most comprehensive book on Digital Health. He is also a public policy expert with vast experience in policy making across sectors, and he was instrumental in drafting the election manifesto for Mr. Narendra Modi in 2014. He has played a key role in drafting the National Health Policy, the National Education Policy, and the Viksit Bharat Abhiyan (Developed India Mission). This is the key program of the Modi Government for New India.
He has been invited by all multilateral bodies: The United Nations, ITU, FAO, WHO, World Bank, Asian Development Bank, World Economic Forum, and the Commonwealth. Besides, he has been invited by governments of the United States of America, the United Kingdom, Govt. of Japan, Algeria, Finland, Ethiopia & Bangladesh, and also by the Ministry of Health, Ministry of Human Resource Development, Ministry of Labour and Employment & The Planning Commission – Government of India, for his views on a diverse range of topics.
Dr. Rajendra has been involved in major global initiatives and holds several key positions in the UN bodies. He leads three dynamic coalitions at the United Nations’ Internet Governance Forum; DC on Digital Economy, Environment, and Digital Health. He is also Member, Board of Directors, International Society for Telemedicine and e-Health (ISfTeH); and Chairman - Commonwealth AI Consortium (Capacity Building).
He was invited by the Prime Minister’s office of Bangladesh to help draft the AI Policy. He is the former advisor to the Union Health Minister, Government of India. He was nominated by the World Economic Forum on the Global Agenda Council and conferred the Global Impact Award by HIMSS at Boston in 2018 (PCHA). He has authored five books on a diverse range of topics and delivered over 250 talks around the world.
Prof Dr. Fernandes is a healthcare leader with extensive experience in neurology, healthcare management and digital health. He holds key positions in international telemedicine organisations, including Director of Education at the International Society for Telemedicine and eHealth (CH), and Editor for LATAM, Telehealth and Medicine Today (US).
Prof Dr. Fernandes' career spans academia, hospital administration, and digital health innovation, with roles including Full Professor at PUCRS Medical School and Director of Education, Research and Innovation at Hospital Alemão Oswaldo Cruz (BR). His expertise in telemedicine is evident through his leadership in telehealth initiatives and regulatory affairs. With over 16,000 LinkedIn followers, Prof Dr. Fernandes is a respected voice in healthcare innovation, combining clinical expertise with strategic management skills to advance digital health globally.
Tal is a GP at an NHS GP Practice, Hiyos in London www.hiyos.org. He has 25 years' of industry expertise in primary care & the NHS. He has served on boards at the commissioner (Professional Executive Committee) and provider (GP Federation) level and has a detailed understanding of operational priorities and optimising the needs of patients and service delivery. He has also worked on integrated care projects for NHS North West London. Tal is an adjunct professor at Imperial among other accolades.
Quadrivia’s Global Clinical Advisory Group (GCAG) is composed of senior clinicians and healthcare experts from around the world. They provide essential guidance on clinical safety, robustness, and ethical considerations, ensuring that Qu is built by clinicians, for clinicians, no matter where they practice.
Quadrivia works closely with regulators across the globe to ensure that Qu operates in a compliant manner within each region's healthcare systems. We are committed to meeting local regulations and maintaining the highest standards of patient safety.
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