StockholmS4
Scientist · Clinical ML
Dr. Sofia Kallio
Scientist, Clinical ML
Aalto University. Model validation and clinician-in-the-loop systems.
Location
Stockholm
Languages
Finnish · Swedish · English
Availability
Research correspondence only.
I. Biography
A reading
of the life.
Sofia is the practice's internal sceptic. She audits the vision models, validates their performance against senior radiologist reads, and writes the quiet quarterly report that nobody outside the practice ever sees.
“A model worth deploying is a model worth doubting, weekly.”
II. Specialties
Where attention
is paid.
- 01Model validation
- 02Clinician-in-the-loop systems
- 03Bias auditing in clinical ML
III. Education
- 2011
MSc, Computer Science — Aalto University
- 2018
PhD, Clinical Machine Learning — Aalto University
IV. Appointments
- 2018–2024
Senior Researcher, Aalto University
- 2024–
Scientist, NordicScan
VI. Consultation
How to be
seen.
Availability
Research correspondence only.