Artificial Intelligence (AI) for Screening Mammography, From the


Journal

AJR. American journal of roentgenology
ISSN: 1546-3141
Titre abrégé: AJR Am J Roentgenol
Pays: United States
ID NLM: 7708173

Informations de publication

Date de publication:
09 2022
Historique:
pubmed: 13 1 2022
medline: 25 8 2022
entrez: 12 1 2022
Statut: ppublish

Résumé

Artificial intelligence (AI) applications for screening mammography are being marketed for clinical use in the interpretative domains of lesion detection and diagnosis, triage, and breast density assessment and in the noninterpretive domains of breast cancer risk assessment, image quality control, image acquisition, and dose reduction. Evidence in support of these nascent applications, particularly for lesion detection and diagnosis, is largely based on multireader studies with cancer-enriched datasets rather than rigorous clinical evaluation aligned with the application's specific intended clinical use. This article reviews commercial AI algorithms for screening mammography that are currently available for clinical practice, their use, and evidence supporting their performance. Clinical implementation considerations, such as workflow integration, governance, and ethical issues, are also described. In addition, the future of AI for screening mammography is discussed, including the development of interpretive and noninterpretive AI applications and strategic priorities for research and development.

Identifiants

pubmed: 35018795
doi: 10.2214/AJR.21.27071
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

369-380

Commentaires et corrections

Type : CommentIn
Type : CommentIn

Auteurs

Leslie R Lamb (LR)

Department of Radiology, Massachusetts General Hospital, 55 Fruit St, WAC 240, Boston, MA 02114.

Constance D Lehman (CD)

Department of Radiology, Massachusetts General Hospital, 55 Fruit St, WAC 240, Boston, MA 02114.

Aimilia Gastounioti (A)

Department of Radiology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA.
Present affiliation: Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO.

Emily F Conant (EF)

Department of Radiology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA.

Manisha Bahl (M)

Department of Radiology, Massachusetts General Hospital, 55 Fruit St, WAC 240, Boston, MA 02114.

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Classifications MeSH