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Mjaye Mazwi

Ethical limitations of algorithmic fairness solutions in health care machine learning
2020 · Melissa D McCradden, Shalmali Joshi, et al. · The Lancet Digital Health · 288
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Hypoplastic Left Heart Syndrome Is Heritable
2007 · Robert B. Hinton, Lisa J. Martin, et al. · Journal of the American College of Cardiology · 248
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Patient safety and quality improvement: Ethical principles for a regulatory approach to bias in healthcare machine learning
2020 · Melissa D McCradden, Shalmali Joshi, et al. · Journal of the American Medical Informatics Association · 111
Evaluating and reducing cognitive load should be a priority for machine learning in healthcare
2022 · Daniel E. Ehrmann, Sara N. Gallant, et al. · Nature Medicine · 64
Making machine learning matter to clinicians: model actionability in medical decision-making
2023 · Daniel E. Ehrmann, Shalmali Joshi, et al. · npj Digital Medicine · 60
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Towards Understanding ECG Rhythm Classification Using Convolutional Neural Networks and Attention Mappings
2018 · Sebastian D. Goodfellow, Andrew J. Goodwin, et al. · Machine Learning for Healthcare Conference · 50
The role of palliative care in critical congenital heart disease
2017 · Mjaye L. Mazwi, Natalia Henner, et al. · Seminars in Perinatology · 49
Unplanned reinterventions are associated with postoperative mortality in neonates with critical congenital heart disease
2012 · Mjaye L. Mazwi, David W. Brown, et al. · Journal of Thoracic and Cardiovascular Surgery · 37
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What's fair is… fair? Presenting JustEFAB, an ethical framework for operationalizing medical ethics and social justice in the integration of clinical machine learning
2023 · Melissa Mccradden, Oluwadara Odusi, et al. · ACM Conference on Fairness, Accountability, and Transparency (FAccT) · 33
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A practical approach to storage and retrieval of high-frequency physiological signals
2020 · Andrew J Goodwin, Danny Eytan, et al. · Physiological Measurement · 31
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Atrial fibrillation classification using step-by-step machine learning
2018 · Sebastian D Goodfellow, Andrew Goodwin, et al. · Biomedical Physics & Engineering Express · 31
Risk Factors for Cardiac Arrest or Mechanical Circulatory Support in Children with Fulminant Myocarditis
2016 · Joseph R. Casadonte, Mjaye L. Mazwi, et al. · Pediatric Cardiology · 31
Associations Between Unplanned Cardiac Reinterventions and Outcomes After Pediatric Cardiac Operations
2018 · John M. Costello, Michael C. Mongé, et al. · The Annals of Thoracic Surgery · 29
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CANAIRI: the Collaboration for Translational Artificial Intelligence Trials in healthcare
2025 · Melissa D. McCradden, Alex John London, et al. · Nature Medicine · 27
Care of the critically ill neonate with hypoxemic respiratory failure and acute pulmonary hypertension: framework for practice based on consensus opinion of neonatal hemodynamics working group
2022 · Amish Jain, Regan E. Giesinger, et al. · Journal of Perinatology · 26
Timing errors and temporal uncertainty in clinical databases—A narrative review
2022 · Andrew J. Goodwin, Danny Eytan, et al. · Frontiers in Digital Health · 23
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Prediction of Cardiac Arrest from Physiological Signals in the Pediatric ICU
2018 · Sana Tonekaboni, Mjaye Mazwi, et al. · Machine Learning for Healthcare Conference · 21
Distributions and Behavior of Vital Signs in Critically Ill Children by Admission Diagnosis*
2017 · Danny Eytan, Andrew J. Goodwin, et al. · Pediatric Critical Care Medicine · 21
An integration engineering framework for machine learning in healthcare
2022 · Azadeh Assadi, Peter C. Laussen, et al. · Frontiers in Digital Health · 20
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Get To The Point! Problem-Based Curated Data Views To Augment Care For Critically Ill Patients
2022 · Minfan Zhang, Daniel Ehrmann, et al. · CHI Conference on Human Factors in Computing Systems · 16
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Artificial intelligence in medicine and the pursuit of environmentally responsible science
2024 · Melany Gaetani, Mjaye Mazwi, et al. · The Lancet Digital Health · 15
Classification of Atrial Fibrillation Using Multidisciplinary Features and Gradient Boosting
2017 · Andrew Goodwin, Sebastian Goodfellow, et al. · Computing in cardiology · 15
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When Your Only Tool Is A Hammer
2020 · Melissa McCradden, Mjaye Mazwi, et al. · Proceedings of the AAAI/ACM Conference on AI Ethics and Society · 14
Variation in care for children undergoing the Fontan operation for hypoplastic left heart syndrome
2019 · Aaron W. Eckhauser, Maria I. Van Rompay, et al. · Cardiology in the Young · 14
A Comparative Analysis of Equations to Estimate Patient Energy Requirements Following Cardiopulmonary Bypass for Correction of Congenital Heart Disease
2019 · Natalie Roebuck, Chun‐Po Steve Fan, et al. · Journal of Parenteral and Enteral Nutrition · 14
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Works count: 83
Citation count: 1,451
H-index: 19
I10-index: 30
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