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Skill, or style? Classification of fetal sonography eye-tracking data

Abstract:

We present a method for classifying human skill at fetal ultrasound scanning from eye-tracking and pupillary data of sonographers. Human skill characterization for this clinical task typically creates groupings of clinician skills such as expert and beginner based on the number of years of professional experience; experts typically have more than 10 years and beginners between 0-5 years. In some cases, they also include trainees who are not yet fully-qualified professionals. Prior work has co...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publication website:
https://proceedings.mlr.press/v210/teng23a.html

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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Sub department:
Institute of Biomedical Engineering
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
Women's & Reproductive Health
Role:
Author
ORCID:
0000-0002-5588-1410
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
Women's & Reproductive Health
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Sub department:
Institute of Biomedical Engineering
Oxford college:
St Hilda's College
Role:
Author
ORCID:
0000-0002-3060-3772
Publisher:
Journal of Machine Learning Research
Journal:
Proceedings of Machine Learning Research More from this journal
Volume:
210
Pages:
184-198
Publication date:
2022-12-03
Event title:
NeurIPS 2022 Gaze Meets ML Workshop
Event location:
New Orleans, Louisiana, USA
Event website:
https://gaze-meets-ml.github.io/gaze_ml_2022/
Event start date:
2022-12-03
Event end date:
2022-12-03
ISSN:
2640-3498
Pmid:
37252341
Language:
English
Keywords:
Pubs id:
1357406
Local pid:
pubs:1357406
Deposit date:
2023-07-17

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