publications

publications by categories in reversed chronological order

2024

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    Needles in Needle Stacks: Meaningful Clinical Information Buried in Noisy Waveform Data
    Sujay Nagaraj, Andrew J. Goodwin, Dmytro Lopushanskyy, and 7 more authors
    In Machine Learning for Healthcare (MLHC) 2024, 2024
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    Learning from Time Series under Temporal Label Noise
    Sujay Nagaraj, Walter Gerych, Sana Tonekaboni, and 3 more authors
    2024
    arXiv Code

2023

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    Dissecting the heterogeneity of “in the wild” stress from multimodal sensor data
    Sujay Nagaraj, Sarah Goodday, Thomas Hartvigsen, and 7 more authors
    npj Digital Medicine, 2023
    Code Website
  2. Machine learning COVID-19 detection from wearables
    Bret Nestor, Jaryd Hunter, Raghu Kainkaryam, and 7 more authors
    The Lancet Digital Health, 2023
  3. The promises and challenges of clinical AI in community paediatric medicine
    Devin Singh, Sujay Nagaraj, Ryan Daniel, and 6 more authors
    Paediatrics & Child Health, 2023
  4. Machine Learning for Health (ML4H) 2023
    Stefan Hegselmann, Antonio Parziale, Divya Shanmugam, and 8 more authors
    In Machine Learning for Health (ML4H), 2023

2022

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    Assessment of machine learning–based medical directives to expedite care in pediatric emergency medicine
    Devin Singh, Sujay Nagaraj, Pouria Mashouri, and 4 more authors
    JAMA Network Open, 2022
    Website
  2. Evaluating and reducing cognitive load should be a priority for machine learning in healthcare
    Daniel E Ehrmann, Sara N Gallant, Sujay Nagaraj, and 4 more authors
    Nature Medicine, 2022
  3. Machine Learning for Health (ML4H) 2022
    Antonio Parziale, Monica Agrawal, Shengpu Tang, and 8 more authors
    In Machine Learning for Health, 2022

2021

  1. Dear Watch, Should I Get a COVID-19 Test? Designing deployable machine learning for wearables
    Bret Nestor, Jaryd Hunter, Raghu Kainkaryam, and 7 more authors
    medRxiv, 2021
  2. An alternative to the light touch digital health remote study: the stress and recovery in frontline COVID-19 Health Care Workers Study
    Sarah M Goodday, Emma Karlin, Alexandria Alfarano, and 8 more authors
    JMIR Formative Research, 2021

2020

  1. From clinic to computer and back again: practical considerations when designing and implementing machine learning solutions for pediatrics
    Sujay Nagaraj, Vinyas Harish, Liam G McCoy, and 6 more authors
    Current Treatment Options in Pediatrics, 2020
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    What do medical students actually need to know about artificial intelligence?
    Liam G McCoy, Sujay Nagaraj, Felipe Morgado, and 3 more authors
    nPJ digital medicine, 2020
    Website
  3. Rhythm classification of 12-lead ECGs using deep neural networks and class-activation maps for improved explainability
    Sebastian D Goodfellow, Dmitrii Shubin, Robert W Greer, and 8 more authors
    In 2020 Computing in Cardiology, 2020

2019

  1. Training for the future: preparing medical students for the impact of artificial intelligence
    Krish Bilimoria, Vinyas Harish, Liam McCoy, and 5 more authors
    Published online, 2019

2018

  1. Early rheumatoid arthritis presentation, treatment, and outcomes in aboriginal patients in Canada: a Canadian early arthritis cohort study analysis
    Sujay Nagaraj, Cheryl Barnabe, Orit Schieir, and 8 more authors
    Arthritis Care & Research, 2018
  2. Effectiveness of an outreach model of care for rheumatology specialty clinics to an on-reserve first nations community
    Sujay Nagaraj, Margaret Kargard, Brenda Hemmelgarn, and 3 more authors
    International Journal of Indigenous Health, 2018

2016

  1. High-resolution peripheral quantitative computed tomography imaging in the assessment of periarticular bone of metacarpophalangeal and wrist joints
    Sujay Nagaraj, Stephanie Finzel, Kathryn S Stok, and 3 more authors
    The Journal of rheumatology, 2016