Research
Our work has been presented at national conferences and published in peer-reviewed journals.
Predicting Readiness to Liberate from Mechanical Ventilation Using Machine Learning: Development and Retrospective Validation
The following is a summary of a thematic poster presentation conducted by our team for the American Thoracic Society 2021 International Conference, which took place May 14-19, 2021. For more information, visit...
Development and validation of a machine learning-based prediction model for near-term in-hospital mortality among patients with COVID-19
This paper was published in BMJ Supportive and Palliative Care 2022;12:e424-e431. Parchure P, Joshi H, Dharmarajan K, et al. Development and validation of a machine learning-based prediction model for near-term in-hospital mortality among patients with COVID-19. BMJ...
MUST-Plus: A Machine Learning Classifier That Improves Malnutrition Screening in Acute Care Facilities
The paper below was published in the Journal of the American College of Nutrition, 40:1,3-12. Prem Timsina, Himanshu N. Joshi, Fu-Yuan Cheng, Ilana Kersch, Sara Wilson, Claudia Colgan, Robert Freeman, David L. Reich, Jeffrey Mechanick, Madhu Mazumdar, Matthew A. Levin...
Using Machine Learning to Predict ICU Transfer in Hospitalized COVID-19 Patients
The paper below was published in the Journal of Clinical Medicine. 2020, 9(6), 1668; Cheng F-Y, Joshi H, Tandon P, Freeman R, Reich DL, Mazumdar M, Kohli-Seth R, Levin MA, Timsina P, Kia A. Using Machine Learning to Predict ICU Transfer in Hospitalized COVID-19...
Using Electronic Health Records to Enhance Predictions of Fall Risk in Inpatient Settings
Using Electronic Health Records to Enhance Predictions of Fall Risk in Inpatient Settings (research paper) NOTE: The research paper below was published in The Joint Commission Journal on Quality and Patient Safety, Volume 46, pages 199-206. Gil Moskowitz,...
MEWS++: Enhancing the Prediction of Clinical Deterioration in Admitted Patients through a Machine Learning Model
The research paper below was published in Journal of Clinical Medicine. 2020; 9(2):343. Kia A, Timsina P, Joshi HN, Klang E, Gupta RR, Freeman RM, Reich DL, Tomlinson MS, Dudley JT, Kohli-Seth R, Mazumdar M, Levin MA. MEWS++: Enhancing the Prediction of Clinical...