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Transforming the German ICD-10 (ICD-10-GM) into Injury Severity Score (ISS)—Introducing a new method for automated re-coding

BACKGROUND: While potentially timesaving, there is no program to automatically transform diagnosis codes of the ICD-10 German modification (ICD-10-GM) into the injury severity score (ISS). OBJECTIVE: To develop a mapping method from ICD-10-GM into ICD-10 clinical modification (ICD-10-CM) to calculat...

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Autores principales: Niemann, Marcel, Märdian, Sven, Niemann, Pascal, Tetteh, Liv, Tsitsilonis, Serafeim, Braun, Karl F., Stöckle, Ulrich, Graef, Frank
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8432850/
https://www.ncbi.nlm.nih.gov/pubmed/34506562
http://dx.doi.org/10.1371/journal.pone.0257183
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author Niemann, Marcel
Märdian, Sven
Niemann, Pascal
Tetteh, Liv
Tsitsilonis, Serafeim
Braun, Karl F.
Stöckle, Ulrich
Graef, Frank
author_facet Niemann, Marcel
Märdian, Sven
Niemann, Pascal
Tetteh, Liv
Tsitsilonis, Serafeim
Braun, Karl F.
Stöckle, Ulrich
Graef, Frank
author_sort Niemann, Marcel
collection PubMed
description BACKGROUND: While potentially timesaving, there is no program to automatically transform diagnosis codes of the ICD-10 German modification (ICD-10-GM) into the injury severity score (ISS). OBJECTIVE: To develop a mapping method from ICD-10-GM into ICD-10 clinical modification (ICD-10-CM) to calculate the abbreviated injury scale (AIS) and ISS of each patient using the ICDPIC-R and to compare the manually and automatically calculated scores. METHODS: Between January 2019 and June 2021, the most severe AIS of each body region and the ISS were manually calculated using medical documentation and radiology reports of all major trauma patients of a German level I trauma centre. The ICD-10-GM codes of these patients were exported from the electronic medical data system SAP, and a Java program was written to transform these into ICD-10-CM codes. Afterwards, the ICDPIC-R was used to automatically generate the most severe AIS of each body region and the ISS. The automatically and manually determined ISS and AIS scores were then tested for equivalence. RESULTS: Statistical analysis revealed that the manually and automatically calculated ISS were significantly equivalent over the entire patient cohort. Further sub-group analysis, however, showed that equivalence could only be demonstrated for patients with an ISS between 16 and 24. Likewise, the highest AIS scores of each body region were not equal in the manually and automatically calculated group. CONCLUSION: Though achieving mapping results highly comparable to previous mapping methods of ICD-10-CM diagnosis codes, it is not unrestrictedly possible to automatically calculate the AIS and ISS using ICD-10-GM codes.
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spelling pubmed-84328502021-09-11 Transforming the German ICD-10 (ICD-10-GM) into Injury Severity Score (ISS)—Introducing a new method for automated re-coding Niemann, Marcel Märdian, Sven Niemann, Pascal Tetteh, Liv Tsitsilonis, Serafeim Braun, Karl F. Stöckle, Ulrich Graef, Frank PLoS One Research Article BACKGROUND: While potentially timesaving, there is no program to automatically transform diagnosis codes of the ICD-10 German modification (ICD-10-GM) into the injury severity score (ISS). OBJECTIVE: To develop a mapping method from ICD-10-GM into ICD-10 clinical modification (ICD-10-CM) to calculate the abbreviated injury scale (AIS) and ISS of each patient using the ICDPIC-R and to compare the manually and automatically calculated scores. METHODS: Between January 2019 and June 2021, the most severe AIS of each body region and the ISS were manually calculated using medical documentation and radiology reports of all major trauma patients of a German level I trauma centre. The ICD-10-GM codes of these patients were exported from the electronic medical data system SAP, and a Java program was written to transform these into ICD-10-CM codes. Afterwards, the ICDPIC-R was used to automatically generate the most severe AIS of each body region and the ISS. The automatically and manually determined ISS and AIS scores were then tested for equivalence. RESULTS: Statistical analysis revealed that the manually and automatically calculated ISS were significantly equivalent over the entire patient cohort. Further sub-group analysis, however, showed that equivalence could only be demonstrated for patients with an ISS between 16 and 24. Likewise, the highest AIS scores of each body region were not equal in the manually and automatically calculated group. CONCLUSION: Though achieving mapping results highly comparable to previous mapping methods of ICD-10-CM diagnosis codes, it is not unrestrictedly possible to automatically calculate the AIS and ISS using ICD-10-GM codes. Public Library of Science 2021-09-10 /pmc/articles/PMC8432850/ /pubmed/34506562 http://dx.doi.org/10.1371/journal.pone.0257183 Text en © 2021 Niemann 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 Research Article
Niemann, Marcel
Märdian, Sven
Niemann, Pascal
Tetteh, Liv
Tsitsilonis, Serafeim
Braun, Karl F.
Stöckle, Ulrich
Graef, Frank
Transforming the German ICD-10 (ICD-10-GM) into Injury Severity Score (ISS)—Introducing a new method for automated re-coding
title Transforming the German ICD-10 (ICD-10-GM) into Injury Severity Score (ISS)—Introducing a new method for automated re-coding
title_full Transforming the German ICD-10 (ICD-10-GM) into Injury Severity Score (ISS)—Introducing a new method for automated re-coding
title_fullStr Transforming the German ICD-10 (ICD-10-GM) into Injury Severity Score (ISS)—Introducing a new method for automated re-coding
title_full_unstemmed Transforming the German ICD-10 (ICD-10-GM) into Injury Severity Score (ISS)—Introducing a new method for automated re-coding
title_short Transforming the German ICD-10 (ICD-10-GM) into Injury Severity Score (ISS)—Introducing a new method for automated re-coding
title_sort transforming the german icd-10 (icd-10-gm) into injury severity score (iss)—introducing a new method for automated re-coding
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8432850/
https://www.ncbi.nlm.nih.gov/pubmed/34506562
http://dx.doi.org/10.1371/journal.pone.0257183
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