Abraham, Joanna | Digital Healthcare Research

Machine learning-augmented interventions in perioperative care: A systematic review and meta-analysis.

Citation

Mehta D, Gonzalez XT, Huang G, Abraham J. Machine learning-augmented interventions in perioperative care: A systematic review and meta-analysis. Br J Anaesth. 2024 Dec;133(6):1159-1172. doi: 10.1016/j.bja.2024.08.007. Epub 2024 Sep 24. PMID: 39322472.

Principal Investigator

Abraham, Joanna

Project Name

EnhanCed HandOffs (ECHO)

Description

This research will develop and evaluate a machine learning-augmented and telemedicine-augmented sociotechnical intervention for postoperative handoffs to reduce the risks of patient complications and improve patient-centered care.

Grant Number

R01 HS029324

Principal Investigator(s)

Abraham, Joanna

Risk factors associated with medication ordering errors.

Citation

Abraham J, Galanter WL, Touchette D, Xia Y, Holzer KJ, Leung V, Kannampallil T. Risk factors associated with medication ordering errors. J Am Med Inform Assoc. 2021 Jan 15;28(1):86-94. doi: 10.1093/jamia/ocaa264. PMID: 33221852; PMCID: PMC7810458.

Principal Investigator

Abraham, Joanna

Project Name

An Etiology for Medication Ordering Errors in Computerized Provider Order Entry Systems

Predicting self-intercepted medication ordering errors using machine learning.

Citation

King CR, Abraham J, Fritz BA, Cui Z, Galanter W, Chen Y, Kannampallil T. Predicting self-intercepted medication ordering errors using machine learning. PLoS One. 2021 Jul 14;16(7):e0254358. doi: 10.1371/journal.pone.0254358. PMID: 34260662; PMCID: PMC8279397.

Principal Investigator

Abraham, Joanna

Project Name

An Etiology for Medication Ordering Errors in Computerized Provider Order Entry Systems

TELE-TOC Telehealth Education Leveraging Electronic Transitions of Care for COPD Patients

Description

This research will study the effectiveness of a virtual in-home program designed to reduce hospital readmissions among COPD patients post-hospitalization.

Grant Number

R01 HS027804

Principal Investigator(s)

Press, Valerie G.

Abraham, Joanna

Arora, Vineet

An Etiology for Medication Ordering Errors in Computerized Provider Order Entry Systems - Final Report

Citation

Abraham J. An Etiology for Medication Ordering Errors in Computerized Provider Order Entry Systems - Final Report. (Prepared by the University of Illinois at Chicago under Grant No. R21 HS025443). Rockville, MD: Agency for Healthcare Research and Quality, 2020.

Principal Investigator

Abraham, Joanna

Project Name

An Etiology for Medication Ordering Errors in Computerized Provider Order Entry Systems

Description

This research assessed the etiology of medication ordering errors, finding that errors stemmed from multi-level risk factors and showing the utility of a void alert tool to prospectively capture the broad range of errors that may occur in practice that may be missed by using traditional retrospective error reporting methods.

Grant Number

R21 HS025443

Principal Investigator(s)

Abraham, Joanna