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Deep Learning Reconstruction of Accelerated MRI: False-Positive Cartilage Delamination Inserted in MRI Arthrography Under Traction.
Bosbach, Wolfram A; Merdes, Kim Carolin; Jung, Bernd; Montazeri, Elham; Anderson, Suzanne; Mitrakovic, Milena; Daneshvar, Keivan.
Afiliación
  • Bosbach WA; Department of Diagnostic, Interventional and Pediatric Radiology (DIPR), Inselspital, Bern University Hospital, University of Bern, Switzerland.
Top Magn Reson Imaging ; 33(4): e0313, 2024 Aug 01.
Article en En | MEDLINE | ID: mdl-39016321
ABSTRACT

OBJECTIVES:

The radiological imaging industry is developing and starting to offer a range of novel artificial intelligence software solutions for clinical radiology. Deep learning reconstruction of magnetic resonance imaging data seems to allow for the acceleration and undersampling of imaging data. Resulting reduced acquisition times would lead to greater machine utility and to greater cost-efficiency of machine operations. MATERIALS AND

METHODS:

Our case shows images from magnetic resonance arthrography under traction of the right hip joint from a 30-year-old, otherwise healthy, male patient.

RESULTS:

The undersampled image data when reconstructed by a deep learning tool can contain false-positive cartilage delamination and false-positive diffuse cartilage defects.

CONCLUSIONS:

In the future, precision of this novel technology will have to be put to thorough testing. Bias of systems, in particular created by the choice of training data, will have to be part of those assessments.
Asunto(s)

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Imagen por Resonancia Magnética / Artrografía / Aprendizaje Profundo / Articulación de la Cadera Límite: Adult / Humans / Male Idioma: En Revista: Top Magn Reson Imaging Asunto de la revista: DIAGNOSTICO POR IMAGEM Año: 2024 Tipo del documento: Article País de afiliación: Suiza Pais de publicación: Estados Unidos

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Imagen por Resonancia Magnética / Artrografía / Aprendizaje Profundo / Articulación de la Cadera Límite: Adult / Humans / Male Idioma: En Revista: Top Magn Reson Imaging Asunto de la revista: DIAGNOSTICO POR IMAGEM Año: 2024 Tipo del documento: Article País de afiliación: Suiza Pais de publicación: Estados Unidos