Cargando…

Translating electronic health record-based patient safety algorithms from research to clinical practice at multiple sites

INTRODUCTION: Researchers are increasingly developing algorithms that impact patient care, but algorithms must also be implemented in practice to improve quality and safety. OBJECTIVE: We worked with clinical operations personnel at two US health systems to implement algorithms to proactively identi...

Descripción completa

Detalles Bibliográficos
Autores principales: Zimolzak, Andrew J, Singh, Hardeep, Murphy, Daniel R, Wei, Li, Memon, Sahar A, Upadhyay, Divvy K, Korukonda, Saritha, Zubkoff, Lisa, Sittig, Dean F
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9289019/
https://www.ncbi.nlm.nih.gov/pubmed/35851287
http://dx.doi.org/10.1136/bmjhci-2022-100565
_version_ 1784748571569946624
author Zimolzak, Andrew J
Singh, Hardeep
Murphy, Daniel R
Wei, Li
Memon, Sahar A
Upadhyay, Divvy K
Korukonda, Saritha
Zubkoff, Lisa
Sittig, Dean F
author_facet Zimolzak, Andrew J
Singh, Hardeep
Murphy, Daniel R
Wei, Li
Memon, Sahar A
Upadhyay, Divvy K
Korukonda, Saritha
Zubkoff, Lisa
Sittig, Dean F
author_sort Zimolzak, Andrew J
collection PubMed
description INTRODUCTION: Researchers are increasingly developing algorithms that impact patient care, but algorithms must also be implemented in practice to improve quality and safety. OBJECTIVE: We worked with clinical operations personnel at two US health systems to implement algorithms to proactively identify patients without timely follow-up of abnormal test results that warrant diagnostic evaluation for colorectal or lung cancer. We summarise the steps involved and lessons learned. METHODS: Twelve sites were involved across two health systems. Implementation involved extensive software documentation, frequent communication with sites and local validation of results. Additionally, we used automated edits of existing code to adapt it to sites’ local contexts. RESULTS: All sites successfully implemented the algorithms. Automated edits saved sites significant work in direct code modification. Documentation and communication of changes further aided sites in implementation. CONCLUSION: Patient safety algorithms developed in research projects were implemented at multiple sites to monitor for missed diagnostic opportunities. Automated algorithm translation procedures can produce more consistent results across sites.
format Online
Article
Text
id pubmed-9289019
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher BMJ Publishing Group
record_format MEDLINE/PubMed
spelling pubmed-92890192022-08-01 Translating electronic health record-based patient safety algorithms from research to clinical practice at multiple sites Zimolzak, Andrew J Singh, Hardeep Murphy, Daniel R Wei, Li Memon, Sahar A Upadhyay, Divvy K Korukonda, Saritha Zubkoff, Lisa Sittig, Dean F BMJ Health Care Inform Implementer Report INTRODUCTION: Researchers are increasingly developing algorithms that impact patient care, but algorithms must also be implemented in practice to improve quality and safety. OBJECTIVE: We worked with clinical operations personnel at two US health systems to implement algorithms to proactively identify patients without timely follow-up of abnormal test results that warrant diagnostic evaluation for colorectal or lung cancer. We summarise the steps involved and lessons learned. METHODS: Twelve sites were involved across two health systems. Implementation involved extensive software documentation, frequent communication with sites and local validation of results. Additionally, we used automated edits of existing code to adapt it to sites’ local contexts. RESULTS: All sites successfully implemented the algorithms. Automated edits saved sites significant work in direct code modification. Documentation and communication of changes further aided sites in implementation. CONCLUSION: Patient safety algorithms developed in research projects were implemented at multiple sites to monitor for missed diagnostic opportunities. Automated algorithm translation procedures can produce more consistent results across sites. BMJ Publishing Group 2022-07-14 /pmc/articles/PMC9289019/ /pubmed/35851287 http://dx.doi.org/10.1136/bmjhci-2022-100565 Text en © Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY. Published by BMJ. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See: https://creativecommons.org/licenses/by/4.0/.
spellingShingle Implementer Report
Zimolzak, Andrew J
Singh, Hardeep
Murphy, Daniel R
Wei, Li
Memon, Sahar A
Upadhyay, Divvy K
Korukonda, Saritha
Zubkoff, Lisa
Sittig, Dean F
Translating electronic health record-based patient safety algorithms from research to clinical practice at multiple sites
title Translating electronic health record-based patient safety algorithms from research to clinical practice at multiple sites
title_full Translating electronic health record-based patient safety algorithms from research to clinical practice at multiple sites
title_fullStr Translating electronic health record-based patient safety algorithms from research to clinical practice at multiple sites
title_full_unstemmed Translating electronic health record-based patient safety algorithms from research to clinical practice at multiple sites
title_short Translating electronic health record-based patient safety algorithms from research to clinical practice at multiple sites
title_sort translating electronic health record-based patient safety algorithms from research to clinical practice at multiple sites
topic Implementer Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9289019/
https://www.ncbi.nlm.nih.gov/pubmed/35851287
http://dx.doi.org/10.1136/bmjhci-2022-100565
work_keys_str_mv AT zimolzakandrewj translatingelectronichealthrecordbasedpatientsafetyalgorithmsfromresearchtoclinicalpracticeatmultiplesites
AT singhhardeep translatingelectronichealthrecordbasedpatientsafetyalgorithmsfromresearchtoclinicalpracticeatmultiplesites
AT murphydanielr translatingelectronichealthrecordbasedpatientsafetyalgorithmsfromresearchtoclinicalpracticeatmultiplesites
AT weili translatingelectronichealthrecordbasedpatientsafetyalgorithmsfromresearchtoclinicalpracticeatmultiplesites
AT memonsahara translatingelectronichealthrecordbasedpatientsafetyalgorithmsfromresearchtoclinicalpracticeatmultiplesites
AT upadhyaydivvyk translatingelectronichealthrecordbasedpatientsafetyalgorithmsfromresearchtoclinicalpracticeatmultiplesites
AT korukondasaritha translatingelectronichealthrecordbasedpatientsafetyalgorithmsfromresearchtoclinicalpracticeatmultiplesites
AT zubkofflisa translatingelectronichealthrecordbasedpatientsafetyalgorithmsfromresearchtoclinicalpracticeatmultiplesites
AT sittigdeanf translatingelectronichealthrecordbasedpatientsafetyalgorithmsfromresearchtoclinicalpracticeatmultiplesites