Faculty profile
Matthew Holden
Back to facultyThis profile is built from public research funding records (CIHR, NSERC and SSHRC) and PubMed. We have not imported them from a Carleton University directory, so their courses and email address may be missing. Find their university profile.
Research
Latest papers
Objective skill assessment for cataract surgery from surgical microscope video.
International journal of computer assisted radiology and surgery · 2025 · senior author
Classification of subtask types and skill levels in robot-assisted surgery using EEG, eye-tracking, and machine learning.
Surgical endoscopy · 2024
Performance evaluation in cataract surgery with an ensemble of 2D-3D convolutional neural networks.
Healthcare technology letters · 2024 · senior author
Latest funding
- $120,000
Data Science for Improved Outcomes in Interventional Healthcare
NSERC · 2020 · Principal investigator
- $12,500
Data Science for Improved Outcomes in Interventional Healthcare
NSERC · 2020 · Principal investigator
8 publications.
Objective skill assessment for cataract surgery from surgical microscope video.
Hisey R, Lee H, Duimering A, Liu J, Gupta V, Ungi T, Law C, Fichtinger G, Holden M
Classification of subtask types and skill levels in robot-assisted surgery using EEG, eye-tracking, and machine learning.
Shafiei SB, Shadpour S, Mohler JL, Kauffman EC, Holden M, Gutierrez C
Performance evaluation in cataract surgery with an ensemble of 2D-3D convolutional neural networks.
Tanin U, Duimering A, Law C, Ruzicki J, Luna G, Holden M
Change in economy of ultrasound probe motion among general medicine trainees.
Salame G, Holden M, Lucas BP, Portillo A
Detecting defense mechanisms from Adult Attachment Interview (AAI) transcripts using machine learning.
Tasca AN, Carlucci S, Wiley JC, Holden M, El-Roby A, Tasca GA
Use of Machine Learning to Assess Cataract Surgery Skill Level With Tool Detection.
Ruzicki J, Holden M, Cheon S, Ungi T, Egan R, Law C
Anticipation for surgical workflow through instrument interaction and recognized Signals.
Yuan K, Holden M, Gao S, Lee W
Characterizing the biomechanical differences between novice and expert point-of-care ultrasound practitioners using a low-cost gyroscope and accelerometer integrated sensor: A pilot study.
Prager R, Pageau P, Hodges T, Yan C, Woo M, Nemnom MJ, Millington S, Holden M, St-Gelais R, Cheung WJ
Data Science for Improved Outcomes in Interventional Healthcare
Principal investigators: Holden, Matthew
Keywords: surgical data science; surgical skills assessment; surgical workflow analysis; action recognition; time series classification; surgical navigation
Data Science for Improved Outcomes in Interventional Healthcare
Principal investigators: Holden, Matthew
From CIHR, NSERC and SSHRC funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998, including their latest published competition results.
Frequent collaborators
- Gabor Fichtinger and Matthew Holden: 1 shared paper
- Rylan Egan and Matthew Holden: 1 shared paper
- Michael Woo and Raphael St-Gelais: 1 shared paper
- Michael Woo and Matthew Holden: 1 shared paper
- WonSook Lee and Matthew Holden: 1 shared paper
- Raphael St-Gelais and Matthew Holden: 1 shared paper
- Matthew Holden and Ahmed El-Roby: 1 shared paper
- School of Computer Science
- Computer Science
- School of Computing
- Department of Medicine
- Mechanical Engineering
- School of Nursing
- School of Electrical Engineering and Computer Science
Co-authors at Carleton University, colored by department. Thicker lines mean more shared papers; select anyone to open their profile and their own map.
Ahmed El-Roby
Computer Science
1 shared papers, latest 2023
Gabor Fichtinger
School of Computing
1 shared papers, latest 2025
Rylan Egan
School of Nursing
1 shared papers, latest 2023
Michael Woo
Department of Medicine
1 shared papers, latest 2022
WonSook Lee
School of Electrical Engineering and Computer Science
1 shared papers, latest 2022
Raphael St-Gelais
Mechanical Engineering
1 shared papers, latest 2022
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