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Supporting SURgery with GEriatric Co-Management and AI (SURGE-Ahead): A study protocol for the development of a digital geriatrician
INTRODUCTION: Geriatric co-management is known to improve treatment of older adults in various clinical settings, however, widespread application of the concept is limited due to restricted resources. Digitalization may offer options to overcome these shortages by providing structured, relevant info...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10275448/ https://www.ncbi.nlm.nih.gov/pubmed/37327245 http://dx.doi.org/10.1371/journal.pone.0287230 |
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author | Leinert, Christoph Fotteler, Marina Kocar, Thomas Derya Dallmeier, Dhayana Kestler, Hans A. Wolf, Dennis Gebhard, Florian Uihlein, Adriane Steger, Florian Kilian, Reinhold Mueller-Stierlin, Annabel S. Michalski, Christoph W. Mihaljevic, André Bolenz, Christian Zengerling, Friedemann Leinert, Elena Schütze, Sabine Hoffmann, Thomas K. Onder, Graziano Andersen-Ranberg, Karen O’Neill, Desmond Wehling, Martin Schobel, Johannes Swoboda, Walter Denkinger, Michael |
author_facet | Leinert, Christoph Fotteler, Marina Kocar, Thomas Derya Dallmeier, Dhayana Kestler, Hans A. Wolf, Dennis Gebhard, Florian Uihlein, Adriane Steger, Florian Kilian, Reinhold Mueller-Stierlin, Annabel S. Michalski, Christoph W. Mihaljevic, André Bolenz, Christian Zengerling, Friedemann Leinert, Elena Schütze, Sabine Hoffmann, Thomas K. Onder, Graziano Andersen-Ranberg, Karen O’Neill, Desmond Wehling, Martin Schobel, Johannes Swoboda, Walter Denkinger, Michael |
author_sort | Leinert, Christoph |
collection | PubMed |
description | INTRODUCTION: Geriatric co-management is known to improve treatment of older adults in various clinical settings, however, widespread application of the concept is limited due to restricted resources. Digitalization may offer options to overcome these shortages by providing structured, relevant information and decision support tools for medical professionals. We present the SURGE-Ahead project (Supporting SURgery with GEriatric co-management and Artificial Intelligence) addressing this challenge. METHODS: A digital application with a dashboard-style user interface will be developed, displaying 1) evidence-based recommendations for geriatric co-management and 2) artificial intelligence-enhanced suggestions for continuity of care (COC) decisions. The development and implementation of the SURGE-Ahead application (SAA) will follow the Medical research council framework for complex medical interventions. In the development phase a minimum geriatric data set (MGDS) will be defined that combines parametrized information from the hospital information system with a concise assessment battery and sensor data. Two literature reviews will be conducted to create an evidence base for co-management and COC suggestions that will be used to display guideline-compliant recommendations. Principles of machine learning will be used for further data processing and COC proposals for the postoperative course. In an observational and AI-development study, data will be collected in three surgical departments of a University Hospital (trauma surgery, general and visceral surgery, urology) for AI-training, feasibility testing of the MGDS and identification of co-management needs. Usability will be tested in a workshop with potential users. During a subsequent project phase, the SAA will be tested and evaluated in clinical routine, allowing its further improvement through an iterative process. DISCUSSION: The outline offers insights into a novel and comprehensive project that combines geriatric co-management with digital support tools to improve inpatient surgical care and continuity of care of older adults. TRIAL REGISTRATION: German clinical trials registry (Deutsches Register für klinische Studien, DRKS00030684), registered on 21(st) November 2022. |
format | Online Article Text |
id | pubmed-10275448 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-102754482023-06-17 Supporting SURgery with GEriatric Co-Management and AI (SURGE-Ahead): A study protocol for the development of a digital geriatrician Leinert, Christoph Fotteler, Marina Kocar, Thomas Derya Dallmeier, Dhayana Kestler, Hans A. Wolf, Dennis Gebhard, Florian Uihlein, Adriane Steger, Florian Kilian, Reinhold Mueller-Stierlin, Annabel S. Michalski, Christoph W. Mihaljevic, André Bolenz, Christian Zengerling, Friedemann Leinert, Elena Schütze, Sabine Hoffmann, Thomas K. Onder, Graziano Andersen-Ranberg, Karen O’Neill, Desmond Wehling, Martin Schobel, Johannes Swoboda, Walter Denkinger, Michael PLoS One Study Protocol INTRODUCTION: Geriatric co-management is known to improve treatment of older adults in various clinical settings, however, widespread application of the concept is limited due to restricted resources. Digitalization may offer options to overcome these shortages by providing structured, relevant information and decision support tools for medical professionals. We present the SURGE-Ahead project (Supporting SURgery with GEriatric co-management and Artificial Intelligence) addressing this challenge. METHODS: A digital application with a dashboard-style user interface will be developed, displaying 1) evidence-based recommendations for geriatric co-management and 2) artificial intelligence-enhanced suggestions for continuity of care (COC) decisions. The development and implementation of the SURGE-Ahead application (SAA) will follow the Medical research council framework for complex medical interventions. In the development phase a minimum geriatric data set (MGDS) will be defined that combines parametrized information from the hospital information system with a concise assessment battery and sensor data. Two literature reviews will be conducted to create an evidence base for co-management and COC suggestions that will be used to display guideline-compliant recommendations. Principles of machine learning will be used for further data processing and COC proposals for the postoperative course. In an observational and AI-development study, data will be collected in three surgical departments of a University Hospital (trauma surgery, general and visceral surgery, urology) for AI-training, feasibility testing of the MGDS and identification of co-management needs. Usability will be tested in a workshop with potential users. During a subsequent project phase, the SAA will be tested and evaluated in clinical routine, allowing its further improvement through an iterative process. DISCUSSION: The outline offers insights into a novel and comprehensive project that combines geriatric co-management with digital support tools to improve inpatient surgical care and continuity of care of older adults. TRIAL REGISTRATION: German clinical trials registry (Deutsches Register für klinische Studien, DRKS00030684), registered on 21(st) November 2022. Public Library of Science 2023-06-16 /pmc/articles/PMC10275448/ /pubmed/37327245 http://dx.doi.org/10.1371/journal.pone.0287230 Text en © 2023 Leinert et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Study Protocol Leinert, Christoph Fotteler, Marina Kocar, Thomas Derya Dallmeier, Dhayana Kestler, Hans A. Wolf, Dennis Gebhard, Florian Uihlein, Adriane Steger, Florian Kilian, Reinhold Mueller-Stierlin, Annabel S. Michalski, Christoph W. Mihaljevic, André Bolenz, Christian Zengerling, Friedemann Leinert, Elena Schütze, Sabine Hoffmann, Thomas K. Onder, Graziano Andersen-Ranberg, Karen O’Neill, Desmond Wehling, Martin Schobel, Johannes Swoboda, Walter Denkinger, Michael Supporting SURgery with GEriatric Co-Management and AI (SURGE-Ahead): A study protocol for the development of a digital geriatrician |
title | Supporting SURgery with GEriatric Co-Management and AI (SURGE-Ahead): A study protocol for the development of a digital geriatrician |
title_full | Supporting SURgery with GEriatric Co-Management and AI (SURGE-Ahead): A study protocol for the development of a digital geriatrician |
title_fullStr | Supporting SURgery with GEriatric Co-Management and AI (SURGE-Ahead): A study protocol for the development of a digital geriatrician |
title_full_unstemmed | Supporting SURgery with GEriatric Co-Management and AI (SURGE-Ahead): A study protocol for the development of a digital geriatrician |
title_short | Supporting SURgery with GEriatric Co-Management and AI (SURGE-Ahead): A study protocol for the development of a digital geriatrician |
title_sort | supporting surgery with geriatric co-management and ai (surge-ahead): a study protocol for the development of a digital geriatrician |
topic | Study Protocol |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10275448/ https://www.ncbi.nlm.nih.gov/pubmed/37327245 http://dx.doi.org/10.1371/journal.pone.0287230 |
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