[Artificial intelligence-based algorithms : Decision-making support for computed tomography of the chest].

Algorithmen mit künstlicher Intelligenz : Entscheidungsunterstützung für Computertomographien des Thorax.

Journal

Der Radiologe
ISSN: 1432-2102
Titre abrégé: Radiologe
Pays: Germany
ID NLM: 0401257

Informations de publication

Date de publication:
Oct 2020
Historique:
pubmed: 9 7 2020
medline: 15 12 2020
entrez: 9 7 2020
Statut: ppublish

Résumé

Artificial intelligence (AI) algorithms are increasingly used in radiology. The main areas of application are, for example, the detection of lung lesions and the diagnosis of chronic obstructive and interstitial lung diseases. The aim of our study was to train and evaluate a package of algorithms that analyze data from computed tomographic (CT) images of the chest and provide quantitative measurements to the radiologist. The following algorithms were trained: lung lesion detection and measurement, lung lobe segmentation, vessel segmentation and measurement, coronary calcium scoring, measurement and density analysis of vertebral bodies. AI-supported algorithms will become part of daily routine of the radiologist in the future. Tasks that do not require medical expertise can be performed by AI. However, our results show that, based on the current accuracy, verification by an experienced radiologist is necessary.

Identifiants

pubmed: 32638030
doi: 10.1007/s00117-020-00714-1
pii: 10.1007/s00117-020-00714-1
doi:

Types de publication

Journal Article Review

Langues

ger

Sous-ensembles de citation

IM

Pagination

952-958

Auteurs

Panagiota Manava (P)

Institut für Radiologie und Nuklearmedizin, Klinikum Nürnberg, Paracelsus Medizinische Privatuniversität, Prof. Ernst-Nathan-Str. 1, 90419, Nürnberg, Deutschland.

Marco Galster (M)

Institut für Radiologie und Nuklearmedizin, Klinikum Nürnberg, Paracelsus Medizinische Privatuniversität, Prof. Ernst-Nathan-Str. 1, 90419, Nürnberg, Deutschland. marco.galster@klinikum-nuernberg.de.

Henrik Heinen (H)

Institut für Radiologie und Nuklearmedizin, Klinikum Nürnberg, Paracelsus Medizinische Privatuniversität, Prof. Ernst-Nathan-Str. 1, 90419, Nürnberg, Deutschland.

Alexander Stebner (A)

Institut für Radiologie und Nuklearmedizin, Klinikum Nürnberg, Paracelsus Medizinische Privatuniversität, Prof. Ernst-Nathan-Str. 1, 90419, Nürnberg, Deutschland.

Michael Lell (M)

Institut für Radiologie und Nuklearmedizin, Klinikum Nürnberg, Paracelsus Medizinische Privatuniversität, Prof. Ernst-Nathan-Str. 1, 90419, Nürnberg, Deutschland.
Radiologisches Institut, Universitätsklinikum Erlangen, Erlangen, Deutschland.

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Classifications MeSH