Publications

scMoE: single-cell mixture of experts for learning hierarchical, cell-type-specific, and interpretable representations from heterogeneous scRNA-seq data
Michael Huang
Yue Li
Advancements in single-cell transcriptomics methods have resulted in a wealth of single-cell RNA sequencing (scRNA-seq) data. Methods to lea… (see more)rn cell representation from atlas-level scRNA-seq data across diverse tissues can shed light into cell functions implicated in diseases such as cancer. However, integrating large-scale and heterogeneous scRNA-seq data is challenging due to the disparity of cell-types and batch effects. We present single-cell Mixture of Expert (scMoE), a hierarchical mixture of experts single-cell topic model. Our key contributions are the cell-type specific experts, which explicitly aligns topics with cell-types, and the integration of hierarchical cell-type lineages and domain knowledge. scMoE is both transferable and highly interpretable. We benchmarked our scMoE’s performance on 9 single-cell RNA-seq datasets for clustering and 3 simulated spatial datasets for spatial deconvolution. We additionally show that our model, using single-cell references, yields meaningful biological results by deconvolving 3 cancer bulk RNA-seq datasets and 2 spatial transcriptomics datasets. scMoE is able to identify cell-types of survival importance, find cancer subtype specific deconvolutional patterns, and capture meaningful spatially distinct cell-type distributions.
2024-11-21
Proceedings of the 15th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics (published)
doi.org
Improving Geo-diversity of Generated Images with Contextualized Vendi Score Guidance
Reyhane Askari Hemmat
Melissa Hall
Alicia Sun
Candace Ross
Michal Drozdzal
Adriana Romero
2024-11-20
Lecture Notes in Computer Science (published)
doi.org
arxiv.org
Effectiveness of primary repair for low anorectal malformations in Uganda.
Felix Oyania
Sarah Ullrich
Zane Hellmann
Caroline Q. Stephens
Meera Kotagal
Sarah Jane Commander
Amy M. Shui
Martin Situma
Charles Newton Odongo
Olivia Kituuka
Francis Bajunirwe
Doruk Ozgediz
Dan Poenaru
2024-11-18
Pediatric surgery international (Print) (published)
doi.org
Estimation and group-feature selection in sparse mixture-of-experts with diverging number of parameters
Abbas Khalili
Archer Yi Yang
Da Xu
2024-11-18
Journal of Statistical Planning and Inference (published)
doi.org
Exploring the Manifold of Neural Networks Using Diffusion Geometry
Elliott Abel
Peyton Crevasse
Yvan Grinspan
Selma Mazioud
Folu Ogundipe
Kristof Reimann
Ellie Schueler
Andrew J. Steindl
Ellen Zhang
Dhananjay Bhaskar
Siddharth Viswanath
Yanlei Zhang
Tim G. J. Rudner
Ian Adelstein
Smita Krishnaswamy
Drawing motivation from the manifold hypothesis, which posits that most high-dimensional data lies on or near low-dimensional manifolds, we … (see more)apply manifold learning to the space of neural networks. We learn manifolds where datapoints are neural networks by introducing a distance between the hidden layer representations of the neural networks. These distances are then fed to the non-linear dimensionality reduction algorithm PHATE to create a manifold of neural networks. We characterize this manifold using features of the representation, including class separation, hierarchical cluster structure, spectral entropy, and topological structure. Our analysis reveals that high-performing networks cluster together in the manifold, displaying consistent embedding patterns across all these features. Finally, we demonstrate the utility of this approach for guiding hyperparameter optimization and neural architecture search by sampling from the manifold.
2024-11-18
ArXiv (preprint)
doi.org
arxiv.org
Prediction of Post Traumatic Epilepsy Using <scp>MR</scp>‐Based Imaging Markers
Haleh Akrami
Wenhui Cui
Paul E. Kim
Christianne Heck
Andrei Irimia
Karim Jerbi
Dileep Nair
Richard M. Leahy
Anand A. Joshi
Post-traumatic epilepsy (PTE) is a debilitating neurological disorder that develops after traumatic brain injury (TBI). Despite the high pre… (see more)valence of PTE, current methods for predicting its occurrence remain limited. In this study, we aimed to identify imaging-based markers for the prediction of PTE using machine learning. Specifically, we examined three imaging features: Lesion volumes, resting-state fMRI-based measures of functional connectivity, and amplitude of low-frequency fluctuation (ALFF). We employed three machine-learning methods, namely, kernel support vector machine (KSVM), random forest, and an artificial neural network (NN), to develop predictive models. Our results showed that the KSVM classifier, with all three feature types as input, achieved the best prediction accuracy of 0.78 AUC (area under the receiver operating characteristic (ROC) curve) using nested cross-validation. Furthermore, we performed voxel-wise and lobe-wise group difference analyses to investigate the specific brain regions and features that the model found to be most helpful in distinguishing PTE from non-PTE populations. Our statistical analysis uncovered significant differences in bilateral temporal lobes and cerebellum between PTE and non-PTE groups. Overall, our findings demonstrate the complementary prognostic value of MR-based markers in PTE prediction and provide new insights into the underlying structural and functional alterations associated with PTE.
2024-11-18
Human Brain Mapping (published)
doi.org
Sketch-guided Cage-based 3D Gaussian Splatting Deformation
Tianhao Xie
Noam Aigerman
Eugene Belilovsky
Tiberiu Popa
3D Gaussian Splatting (GS) is one of the most promising novel 3D representations that has received great interest in computer graphics and c… (see more)omputer vision. While various systems have introduced editing capabilities for 3D GS, such as those guided by text prompts, fine-grained control over deformation remains an open challenge. In this work, we present a novel sketch-guided 3D GS deformation system that allows users to intuitively modify the geometry of a 3D GS model by drawing a silhouette sketch from a single viewpoint. Our approach introduces a new deformation method that combines cage-based deformations with a variant of Neural Jacobian Fields, enabling precise, fine-grained control. Additionally, it leverages large-scale 2D diffusion priors and ControlNet to ensure the generated deformations are semantically plausible. Through a series of experiments, we demonstrate the effectiveness of our method and showcase its ability to animate static 3D GS models as one of its key applications.
2024-11-18
ArXiv (preprint)
doi.org
arxiv.org
EDAI Framework for Integrating Equity, Diversity, and Inclusion Throughout the Lifecycle of AI to Improve Health and Oral Health Care: Qualitative Study
Samira Abbasgholizadeh Rahimi
Richa Shrivastava
Anita Brown-Johnson
Pascale Caidor
Claire Davies
Amal Idrissi Janati
Pascaline Kengne Talla
Sreenath Madathil
Bettina M Willie
Elham Emami
Recent studies have identified significant gaps in equity, diversity, and inclusion (EDI) considerations within the lifecycle of artificial … (see more)intelligence (AI), spanning from data collection and problem definition to implementation stages. Despite the recognized need for integrating EDI principles, there is currently no existing guideline or framework to support this integration in the AI lifecycle. This study aimed to address this gap by identifying EDI principles and indicators to be integrated into the AI lifecycle. The goal was to develop a comprehensive guiding framework to guide the development and implementation of future AI systems. This study was conducted in 3 phases. In phase 1, a comprehensive systematic scoping review explored how EDI principles have been integrated into AI in health and oral health care settings. In phase 2, a multidisciplinary team was established, and two 2-day, in-person international workshops with over 60 representatives from diverse backgrounds, expertise, and communities were conducted. The workshops included plenary presentations, round table discussions, and focused group discussions. In phase 3, based on the workshops’ insights, the EDAI framework was developed and refined through iterative feedback from participants. The results of the initial systematic scoping review have been published separately, and this paper focuses on subsequent phases of the project, which is related to framework development. In this study, we developed the EDAI framework, a comprehensive guideline that integrates EDI principles and indicators throughout the entire AI lifecycle. This framework addresses existing gaps at various stages, from data collection to implementation, and focuses on individual, organizational, and systemic levels. Additionally, we identified both the facilitators and barriers to integrating EDI within the AI lifecycle in health and oral health care. The developed EDAI framework provides a comprehensive, actionable guideline for integrating EDI principles into AI development and deployment. By facilitating the systematic incorporation of these principles, the framework supports the creation and implementation of AI systems that are not only technologically advanced but also sensitive to EDI principles.
2024-11-14
Journal of Medical Internet Research (published)
doi.org
Outcomes of guidelines from health technology assessment organizations in community-based primary care: a systematic mixed studies review
Ashkan Baradaran
Raymond Tolentino
Roland Grad
Isabelle Ganache
Genevieve Gore
S. A. Rahimi
Pierre Pluye
2024-11-13
International Journal of Technology Assessment in Health Care (published)
doi.org
Canadian Spine Society
Antoine Dionne
Majeed Al-Zakri
Hubert Labelle
Julie Joncas
Baron Lonner
Ali Eren
Patrick J Cahill
Peter Newton
Liisa Jaakkimainen
Teresa To
Maryse Bouchard
Sarah Hardy
Dilani Thevarajah
Rajendra Sakhrekar
Ayesha Hadi
A. Doria
Aya A Mitani
Andrew Howard
Samuel Yoon
Karen Mathias … (see 346 more)
Tracey Bastrom
Amer Samdani
Marjolaine Roy-Beaudry
Marie Beausejour
Rachelle Imbeault
Justin Dufresne
Stefan Parent
Jessica Romeo
Holly Livock
Kevin Smit
James Jarvis
Andrew Tice
Vivien K. Chan
Robert Cho
Selina Poon
David L. Skaggs
Geoffrey K. Shumilak
Brett Rocos
Juan P. Sardi
Anastasios Charalampidis
Jeff Gum
Peter S. Tretiakov
Oluwatobi Onafowokan
Jamshaid Mir
Ankita Das
Tyler Williamson
Pooja Dave
Bailey Imbo
Jordan Lebovic
Pawel Jankowski
Peter G. Passias
Yousef Aljamaan
Vishal P. Varshney
Ramesh Sahjpaul
Jill Osborn
Rémi Pelletier-Roy
Michael Asmussen
Manjot Birk
Taryn Ludwig
Fred Nicholls
Ariel Zohar
Janneke Loomans
Ferran Pellise
Justin Smith
So Kato
Zeeshan Sardar
Lawrence G. Lenke
Stephen J. Lewis
Aazad Abbas
Jay Toor
Gurjovan Sahi
Dusan Kovacevic
Johnathan Lex
Firoz Miyanji
Anthony V. Perruccio
Nizar Mahomed
Mayilee Canizares
Yousef Kamel
Galil Osman
Nikolaus Koegl
Brandon Herrington
Renan R. Fernandes
Jennifer C. Urquhart
Ramtin Hakimjavadi
Zachary DeVries
Noah Fine
Laura Stone
Mohit Kapoor
Alexandre Chenevert
Sonia Bédard
Julien Goulet
Jerome Couture
Bernard LaRue
Meaghan Rye
Alexa Roussac
Neda Naghdi
Luciana G. Macedo
James Elliott
Richard DeMont
Véronique Pepin
Z. Wang
Maroun Rizkallah
Jesse Shen
Michel Alexandre Lebreton
Edisond Florial
Fidaa Alshakfa
Ghassan Boubez
Abdullah A.S.M. AlDuwaisan
Kim Phan
Sarah Nowell
Niels Wedderkopp
Michael Craig
Abdul Al-Shawwa
Kalum Ost
Saswati Tripathy
Bradley W. Jacobs
Nathan Evaniew
Chris Bailey
W. Bradley Jacobs
Andrew Nataraj
David W. Cadotte
Kenneth C. Thomas
Hamilton Hall
Eva Y. Liu
Amit R.L. Persad
Nathan Baron
Daryl Fourney
Jingyi Huang
Thamer Alfawaz
Tinghua Zhang
CSORN Investigators
Karlo M. Pedro
Mohammed Ali Alvi
Jessica C.W. Wang
Nicolas Dea
Tamir Ailon
Scott Paquette
John Street
Charlotte Dandurand
R. Mumtaz
Khaled Skaik
Eugene K. Wai
Alexandra Stratton
Ragavan Manoharan
Jenna Smith-Forrester
JoAnne E. Douglas
Evan Nemeth
Jacob Alant
Sean Barry
Andrew Glennie
William Oxner
Lutz M. Weise
Sabahat Saeed
Patrick Toyota
Jack Su
Braeden Newton
Nicole Coote
Maria S. Rachevits
Helen Razmjou
Susan Robarts
Albert Yee
Joel Finkelstein
Alysa Almojuela
Frederick Zeiler
Sarvesh Logsetty
Perry Dhaliwal
Mark Abdelnour
Yuxin Zhang
Stephen P. Kingwell
Philippe Phan
Taylor A. Smith
Michael Bond
Stephan Dombrowski
Gwyneth Price
Jose Manuel García-Moreno
Steven Qiu
Vithushan Surendran
Victoria Shi Emily Cheung
Sophie Ngana
Muhammad A. Qureshi
Sunjay V. Sharma
Markian Pahuta
Daipayan Guha
Ahmed Essa
Husain Shakil
James Byrne
Andrew S. Jack
Francois Mathieu
Eva Yuan
Christopher W. Smith
Erin M. Harrington
Rachel H. Jaffe
Alick P. Wang
Karim Ladha
Avery B. Nathens
Ryan V. Sandarage
Ahmad Galuta
Eve C. Tsai
Naama Rotem-Kohavi
Marcel Dvorak
Jijie Xu
Nader Fallah
Zeina Waheed
Melody Chen
Vanessa K. Noonan
Toluyemi Malomo
Charles G. Fisher
Rachael Jaffe
Peter Coyte
Brian Chan
Armaan Malhotra
Rebecca Hancock-Howard
Jefferson R. Wilson
Christopher Witiw
Newton Cho
Jordan Squair
Viviana Aureli
Nicholas James
Lea Bole-Feysot
Inssia Dewany
Nicolas Hankov
Laetitia Baud
Anna Leonhartsberger
Kristina Sveistyte
Michael Skinnider
Matthieu Gautier
Katia Galan
Maged Goubran
Jimmy Ravier
Frederic Merlos
Laura Batti
Stéphane Pagès
Nadia Bérard
Nadine Intering
Camille Varescon
Stefano Carda
Kay Bartholdi
Thomas Hutson
Claudia Kathe
Michael Hodara
Mark Anderson
Bogdan Draganski
Robin Demesmaeker
Leonie Asboth
Quentin Barraud
Jocelyne Bloch
Gregoire Courtine
Sean D. Christie
Ryan Greene
Mustafa Nadi
Bill Oxner
Lisa Julien
Clara Lownie
Cumhur F.C. Öner
Alexander Joeris
K. Schnake
Mark Phillips
Alexander R. Vaccaro
Richard Bransford
Eugen Cezar Popescu
Mohammed El-Sharkawi
Shanmuganathan Rajasekaran
Lorin M. Benneker
Greg D. Schroeder
Jin W. Tee
John France
Jérôme Paquet
Richard Allen
William F. Lavelle
Emiliano Vialle
David Magnuson
Andréane Richard-Denis
Yvan Petit
Francis Bernard
D. Barthélemy
Lukas Grassner
Daniel Garcia-Ovejero
Evelyn Beyerer
Orpheus Mach
Iris Leister
Doris Maier
Ludwig Aigner
Angel Arevalo-Martin
Mark Alexander MacLean
Antoinette Charles
Raphaële Charest-Morin
Rory Goodwin
Michael H. Weber
Emile Brouillard
Ismail Laassassy
Paul Khoueir
Étienne Bourassa-Moreau
Gilles Maurais
Jean-Marc Mac-Thiong
Julien Francisco Zaldivar-Jolissaint
Aysha Allard Brown
Kitty So
Neda Manouchehri
Megan Webster
Jay Ethridge
Audrey Warner
Avril Billingsley
Rochelle Newsome
Kirsten Bale
Andrew Yung
Mehara Seneviratne
Jimmy Cheng
Jing Wang
Shenani Basnayake
Femke Streijger
Manraj Heran
Piotr Kozlowski
Brian K. Kwon
Jeff D. Golan
Lior M. Elkaim
Qais Alrashidi
Miltiadis Georgiopoulos
Oliver Lasry
Drew A. Bednar
Alyson Love
Soroush Nedaie
Pranjan Gandhi
Prarthan C. Amin
Christopher J. Neilsen
Amanda Vandewint
Y. Raja Rampersaud
Jeffrey Hebert
Eden Richardson
Jillian Kearney
Raja Rampersaud
Aditya Raj
Nanadan Marathe
Greg McIntosh
Manmeet Dhiman
Taylor J. Bader
David Hart
Ganesh Swamy
Neil Duncan
Dragana Ponjevic
John R. Matyas
Connor P. O’Brien
Erin Bigney
Edward Abraham
Neil Manson
Najmedden Attabib
Chris Small
Luke LaRochelle
Gabriella Rivas
James Lawrence
Robert Ravinsky
Lily S. Switzer
David E. Lebel
Chanelle Montpetit
Nicolas Vaillancourt
Emma Nadler
Jennifer A. Dermott
Dorothy J. Kim
Brent Rosenstein
Daniel Wolfe
Geoffrey Dover
Mathieu Boily
Maryse Fortin
Jetan Badhiwala
V. Karthikeyan
Yingshi He
Michael G. Fehlings
2024-11-12
Canadian journal of surgery. Journal canadien de chirurgie (published)
doi.org
Canadian Spine Society
Antoine Dionne
Majeed Al-Zakri
Hubert Labelle
Julie Joncas
Baron Lonner
Ali Eren
Patrick J Cahill
Peter Newton
Liisa Jaakkimainen
Teresa To
Maryse Bouchard
Sarah Hardy
Dilani Thevarajah
Rajendra Sakhrekar
Ayesha Hadi
A. Doria
Aya A Mitani
Andrew Howard
Samuel Yoon
Karen Mathias … (see 346 more)
Tracey Bastrom
Amer Samdani
Marjolaine Roy-Beaudry
Marie Beausejour
Rachelle Imbeault
Justin Dufresne
Stefan Parent
Jessica Romeo
Holly Livock
Kevin Smit
James Jarvis
Andrew Tice
Vivien K. Chan
Robert Cho
Selina Poon
David L. Skaggs
Geoffrey K. Shumilak
Brett Rocos
Juan P. Sardi
Anastasios Charalampidis
Jeff Gum
Peter S. Tretiakov
Oluwatobi Onafowokan
Jamshaid Mir
Ankita Das
Tyler Williamson
Pooja Dave
Bailey Imbo
Jordan Lebovic
Pawel Jankowski
Peter G. Passias
Yousef Aljamaan
Vishal P. Varshney
Ramesh Sahjpaul
Jill Osborn
Rémi Pelletier-Roy
Michael Asmussen
Manjot Birk
Taryn Ludwig
Fred Nicholls
Ariel Zohar
Janneke Loomans
Ferran Pellise
Justin Smith
So Kato
Zeeshan Sardar
Lawrence G. Lenke
Stephen J. Lewis
Aazad Abbas
Jay Toor
Gurjovan Sahi
Dusan Kovacevic
Johnathan Lex
Firoz Miyanji
Anthony V. Perruccio
Nizar Mahomed
Mayilee Canizares
Yousef Kamel
Galil Osman
Nikolaus Koegl
Brandon Herrington
Renan R. Fernandes
Jennifer C. Urquhart
Ramtin Hakimjavadi
Zachary DeVries
Noah Fine
Laura Stone
Mohit Kapoor
Alexandre Chenevert
Sonia Bédard
Julien Goulet
Jerome Couture
Bernard LaRue
Meaghan Rye
Alexa Roussac
Neda Naghdi
Luciana G. Macedo
James Elliott
Richard DeMont
Véronique Pepin
Z. Wang
Maroun Rizkallah
Jesse Shen
Michel Alexandre Lebreton
Edisond Florial
Fidaa Alshakfa
Ghassan Boubez
Abdullah A.S.M. AlDuwaisan
Kim Phan
Sarah Nowell
Niels Wedderkopp
Michael Craig
Abdul Al-Shawwa
Kalum Ost
Saswati Tripathy
Bradley W. Jacobs
Nathan Evaniew
Chris Bailey
W. Bradley Jacobs
Andrew Nataraj
David W. Cadotte
Kenneth C. Thomas
Hamilton Hall
Eva Y. Liu
Amit R.L. Persad
Nathan Baron
Daryl Fourney
Jingyi Huang
Thamer Alfawaz
Tinghua Zhang
CSORN Investigators
Karlo M. Pedro
Mohammed Ali Alvi
Jessica C.W. Wang
Nicolas Dea
Tamir Ailon
Scott Paquette
John Street
Charlotte Dandurand
R. Mumtaz
Khaled Skaik
Eugene K. Wai
Alexandra Stratton
Ragavan Manoharan
Jenna Smith-Forrester
JoAnne E. Douglas
Evan Nemeth
Jacob Alant
Sean Barry
Andrew Glennie
William Oxner
Lutz M. Weise
Sabahat Saeed
Patrick Toyota
Jack Su
Braeden Newton
Nicole Coote
Maria S. Rachevits
Helen Razmjou
Susan Robarts
Albert Yee
Joel Finkelstein
Alysa Almojuela
Frederick Zeiler
Sarvesh Logsetty
Perry Dhaliwal
Mark Abdelnour
Yuxin Zhang
Stephen P. Kingwell
Philippe Phan
Taylor A. Smith
Michael Bond
Stephan Dombrowski
Gwyneth Price
Jose Manuel García-Moreno
Steven Qiu
Vithushan Surendran
Victoria Shi Emily Cheung
Sophie Ngana
Muhammad A. Qureshi
Sunjay V. Sharma
Markian Pahuta
Daipayan Guha
Ahmed Essa
Husain Shakil
James Byrne
Andrew S. Jack
Francois Mathieu
Eva Yuan
Christopher W. Smith
Erin M. Harrington
Rachel H. Jaffe
Alick P. Wang
Karim Ladha
Avery B. Nathens
Ryan V. Sandarage
Ahmad Galuta
Eve C. Tsai
Naama Rotem-Kohavi
Marcel Dvorak
Jijie Xu
Nader Fallah
Zeina Waheed
Melody Chen
Vanessa K. Noonan
Toluyemi Malomo
Charles G. Fisher
Rachael Jaffe
Peter Coyte
Brian Chan
Armaan Malhotra
Rebecca Hancock-Howard
Jefferson R. Wilson
Christopher Witiw
Newton Cho
Jordan Squair
Viviana Aureli
Nicholas James
Lea Bole-Feysot
Inssia Dewany
Nicolas Hankov
Laetitia Baud
Anna Leonhartsberger
Kristina Sveistyte
Michael Skinnider
Matthieu Gautier
Katia Galan
Maged Goubran
Jimmy Ravier
Frederic Merlos
Laura Batti
Stéphane Pagès
Nadia Bérard
Nadine Intering
Camille Varescon
Stefano Carda
Kay Bartholdi
Thomas Hutson
Claudia Kathe
Michael Hodara
Mark Anderson
Bogdan Draganski
Robin Demesmaeker
Leonie Asboth
Quentin Barraud
Jocelyne Bloch
Gregoire Courtine
Sean D. Christie
Ryan Greene
Mustafa Nadi
Bill Oxner
Lisa Julien
Clara Lownie
Cumhur F.C. Öner
Alexander Joeris
K. Schnake
Mark Phillips
Alexander R. Vaccaro
Richard Bransford
Eugen Cezar Popescu
Mohammed El-Sharkawi
Shanmuganathan Rajasekaran
Lorin M. Benneker
Greg D. Schroeder
Jin W. Tee
John France
Jérôme Paquet
Richard Allen
William F. Lavelle
Emiliano Vialle
David Magnuson
Andréane Richard-Denis
Yvan Petit
Francis Bernard
D. Barthélemy
Lukas Grassner
Daniel Garcia-Ovejero
Evelyn Beyerer
Orpheus Mach
Iris Leister
Doris Maier
Ludwig Aigner
Angel Arevalo-Martin
Mark Alexander MacLean
Antoinette Charles
Raphaële Charest-Morin
Rory Goodwin
Michael H. Weber
Emile Brouillard
Ismail Laassassy
Paul Khoueir
Étienne Bourassa-Moreau
Gilles Maurais
Jean-Marc Mac-Thiong
Julien Francisco Zaldivar-Jolissaint
Aysha Allard Brown
Kitty So
Neda Manouchehri
Megan Webster
Jay Ethridge
Audrey Warner
Avril Billingsley
Rochelle Newsome
Kirsten Bale
Andrew Yung
Mehara Seneviratne
Jimmy Cheng
Jing Wang
Shenani Basnayake
Femke Streijger
Manraj Heran
Piotr Kozlowski
Brian K. Kwon
Jeff D. Golan
Lior M. Elkaim
Qais Alrashidi
Miltiadis Georgiopoulos
Oliver Lasry
Drew A. Bednar
Alyson Love
Soroush Nedaie
Pranjan Gandhi
Prarthan C. Amin
Christopher J. Neilsen
Amanda Vandewint
Y. Raja Rampersaud
Jeffrey Hebert
Eden Richardson
Jillian Kearney
Raja Rampersaud
Aditya Raj
Nanadan Marathe
Greg McIntosh
Manmeet Dhiman
Taylor J. Bader
David Hart
Ganesh Swamy
Neil Duncan
Dragana Ponjevic
John R. Matyas
Connor P. O’Brien
Erin Bigney
Edward Abraham
Neil Manson
Najmedden Attabib
Chris Small
Luke LaRochelle
Gabriella Rivas
James Lawrence
Robert Ravinsky
Lily S. Switzer
David E. Lebel
Chanelle Montpetit
Nicolas Vaillancourt
Emma Nadler
Jennifer A. Dermott
Dorothy J. Kim
Brent Rosenstein
Daniel Wolfe
Geoffrey Dover
Mathieu Boily
Maryse Fortin
Jetan Badhiwala
V. Karthikeyan
Yingshi He
Michael G. Fehlings
2024-11-12
Canadian journal of surgery. Journal canadien de chirurgie (published)
doi.org
Canadian Spine Society
Antoine Dionne
Majeed Al-Zakri
Hubert Labelle
Julie Joncas
Baron Lonner
Ali Eren
Patrick J Cahill
Peter Newton
Liisa Jaakkimainen
Teresa To
Maryse Bouchard
Sarah Hardy
Dilani Thevarajah
Rajendra Sakhrekar
Ayesha Hadi
A. Doria
Aya A Mitani
Andrew Howard
Samuel Yoon
Karen Mathias … (see 346 more)
Tracey Bastrom
Amer Samdani
Marjolaine Roy-Beaudry
Marie Beausejour
Rachelle Imbeault
Justin Dufresne
Stefan Parent
Jessica Romeo
Holly Livock
Kevin Smit
James Jarvis
Andrew Tice
Vivien K. Chan
Robert Cho
Selina Poon
David L. Skaggs
Geoffrey K. Shumilak
Brett Rocos
Juan P. Sardi
Anastasios Charalampidis
Jeff Gum
Peter S. Tretiakov
Oluwatobi Onafowokan
Jamshaid Mir
Ankita Das
Tyler Williamson
Pooja Dave
Bailey Imbo
Jordan Lebovic
Pawel Jankowski
Peter G. Passias
Yousef Aljamaan
Vishal P. Varshney
Ramesh Sahjpaul
Jill Osborn
Rémi Pelletier-Roy
Michael Asmussen
Manjot Birk
Taryn Ludwig
Fred Nicholls
Ariel Zohar
Janneke Loomans
Ferran Pellise
Justin Smith
So Kato
Zeeshan Sardar
Lawrence G. Lenke
Stephen J. Lewis
Aazad Abbas
Jay Toor
Gurjovan Sahi
Dusan Kovacevic
Johnathan Lex
Firoz Miyanji
Anthony V. Perruccio
Nizar Mahomed
Mayilee Canizares
Yousef Kamel
Galil Osman
Nikolaus Koegl
Brandon Herrington
Renan R. Fernandes
Jennifer C. Urquhart
Ramtin Hakimjavadi
Zachary DeVries
Noah Fine
Laura Stone
Mohit Kapoor
Alexandre Chenevert
Sonia Bédard
Julien Goulet
Jerome Couture
Bernard LaRue
Meaghan Rye
Alexa Roussac
Neda Naghdi
Luciana G. Macedo
James Elliott
Richard DeMont
Véronique Pepin
Z. Wang
Maroun Rizkallah
Jesse Shen
Michel Alexandre Lebreton
Edisond Florial
Fidaa Alshakfa
Ghassan Boubez
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Connor P. O’Brien
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Yingshi He
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2024-11-12
Canadian journal of surgery. Journal canadien de chirurgie (published)
doi.org