Objectivity in a Subjective Landscape: Using Natural Language Processing (A.I.) to objectively quantify qualitative-feedback (Qual-to-Quant) in education and training programs.

09 Dec 2025
Hall 6a - Breakout 2
Medical education leadership development

Natural Language Processing, a field of Artificial Intelligence, focuses on analysing spoken language into an objective, standardised, machine-readable scoring system. We present its application during a 6-month mentoring program, ReciProMent, and discuss its potential as a new quality-control and rating system in education and training programs.

Chair
Malini Prasad
Malini Prasad
Panellist
Adil J. Khan
Adil J. Khan, Trainee Surgeon in the NHS & Co-Founder Free-range Minds - NHS & Free-range Minds
Moderator
Elizabeth Gonzalez Malaga
Elizabeth Gonzalez Malaga
Facilitator
James Carney
James Carney