Real-World Evidence: AI/ML Horizons
A 20-page narrative review of how real-world data and machine learning are used to generate evidence, drawing on literature from 2017 to 2025.
My part I wrote the review and prepared two accompanying slide decks.
I’m an MBBS graduate from Surat, interested in psychiatry and applied AI in health and research. I’m looking for mentored research work where I can contribute literature review, evidence synthesis and clear scientific writing.
International medical graduate on the USMLE pathway. Step 1 result pending as of 7 November 2026.
I completed my compulsory rotating internship at New Civil Hospital, Surat, in March 2026, including two weeks in the Department of Psychiatry.
In June 2025 I completed an online clinical research training program, and wrote a narrative review on real-world evidence and machine learning as its capstone.
New Civil Hospital, Surat, March 2025 to March 2026. Grouped by specialty, not in calendar order.
Two unpublished educational projects I completed in 2025.
A 20-page narrative review of how real-world data and machine learning are used to generate evidence, drawing on literature from 2017 to 2025.
My part I wrote the review and prepared two accompanying slide decks.
A 13-page educational case study of deep transcranial magnetic stimulation for obsessive-compulsive disorder, drawn from published development, trial, regulatory and post-market literature.
My part I wrote the case study and prepared a 15-slide presentation.
Most recent first.
October 2026
Examination taken. Result pending.
March 2025 to March 2026
New Civil Hospital and Government Medical College, Surat
June 2025
Ethical Edufabrica Pvt. Ltd., New Delhi, in association with PULSE 2024, AIIMS Delhi
January 2021 to January 2025
Government Medical College, Surat, affiliated with Veer Narmad South Gujarat University
Certificate of Merit, Divisional Round
August 2024
37th IAP Pediatric Quiz for Undergraduates, Indian Academy of Pediatrics, held at GMC Surat
Tejasvita Sanman
2025
Honor for high academic achievement (MBBS), Sachin Maroli Vibhag Rajput Samaj Trust (Samviras), Surat
Volunteer, Pulse Polio Immunization Campaign
January and June 2021
Surat Municipal Corporation, as a first-year MBBS student; Certificates of Appreciation
For mentored research work in psychiatry or applied AI in health, email is the best way to reach me.