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Artificial intelligence to support person-centred care in breast imaging - A scoping review

奇纳 模式 乳腺摄影术 梅德林 乳腺癌 医学 乳房磁振造影 医疗保健 乳房成像 人工智能 磁共振成像 医学物理学 放射科 计算机科学 护理部 心理干预 癌症 内科学 社会科学 社会学 政治学 法学 经济 经济增长
作者
Mélanie Champendal,Laurent Marmy,Christina Malamateniou,Cláudia Sà dos Reis
出处
期刊:Journal of Medical Imaging and Radiation Sciences [Elsevier]
卷期号:54 (3): 511-544 被引量:1
标识
DOI:10.1016/j.jmir.2023.04.001
摘要

To overview Artificial Intelligence (AI) developments and applications in breast imaging (BI) focused on providing person-centred care in diagnosis and treatment for breast pathologies.The scoping review was conducted in accordance with the Joanna Briggs Institute methodology. The search was conducted on MEDLINE, Embase, CINAHL, Web of science, IEEE explore and arxiv during July 2022 and included only studies published after 2016, in French and English. Combination of keywords and Medical Subject Headings terms (MeSH) related to breast imaging and AI were used. No keywords or MeSH terms related to patients, or the person-centred care (PCC) concept were included. Three independent reviewers screened all abstracts and titles, and all eligible full-text publications during a second stage.3417 results were identified by the search and 106 studies were included for meeting all criteria. Six themes relating to the AI-enabled PCC in BI were identified: individualised risk prediction/growth and prediction/false negative reduction (44.3%), treatment assessment (32.1%), tumour type prediction (11.3%), unnecessary biopsies reduction (5.7%), patients' preferences (2.8%) and other issues (3.8%). The main BI modalities explored in the included studies were magnetic resonance imaging (MRI) (31.1%), mammography (27.4%) and ultrasound (23.6%). The studies were predominantly retrospective, and some variations (age range, data source, race, medical imaging) were present in the datasets used.The AI tools for person-centred care are mainly designed for risk and cancer prediction and disease management to identify the most suitable treatment. However, further studies are needed for image acquisition optimisation for different patient groups, improvement and customisation of patient experience and for communicating to patients the options and pathways of disease management.

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