Clinical & Global Health
My research questions begin with how care is actually delivered: under time pressure, with variable infrastructure, across languages, and with limited room for confident mistakes.
Clinical grounding
Rural primary care at JIPMER
During a two-month residential posting at a primary health centre in Ramanathapuram, I shared alternate emergency coverage, conducted NCD clinics and camps, and referred patients to higher centres in a setting affected by medicine shortages and the absence of operative facilities. I worked with patients in Tamil and Hindi.
High-volume radiology at AIIMS New Delhi
I worked in emergency, inpatient and outpatient radiology for patients referred from across India, interpreting more than 200 examinations independently during emergency shifts, mostly CT and ultrasonography, through roughly a year of COVID-related duties and the transition from semi-digital to fully digital imaging.
What this changes about AI evaluation
A useful system must work with incomplete information, constrained referral capacity and uneven infrastructure. Evaluation therefore needs to examine more than headline accuracy: language, subgroup performance, critical omissions, clinician correction burden, privacy, interoperability and the ability to defer all affect whether a tool reduces or transfers clinical burden.
Current health-system programmes
- PrAImaan: blinded and locally relevant evaluation of healthcare AI in India. Clinical Research and Technical Teams Supervisor under PI Prof. Anurag Agrawal. Project page →
- V2DD: multilingual voice-to-structured-data and AI-scribe evaluation. Clinical Evaluation Team Supervisor under PI Prof. Anurag Agrawal. Grant record →
- Equitable radiology foundation models: India–Singapore work on indigenous datasets, subgroup evaluation and culturally congruent models for South Asian populations. Principal Investigator. Announcement →
- PREDICT-AI: decision support with Tata Memorial Hospital and Manentia AI for post-chemotherapy RP-LND planning in testicular cancer. Principal Investigator. Announcement →