Artificial intelligence in breast imaging
This article reviews current limitations and future opportunities for the application of
computer-aided detection (CAD) systems and artificial intelligence in breast imaging …
computer-aided detection (CAD) systems and artificial intelligence in breast imaging …
Supplemental screening for breast cancer in women with dense breasts: a systematic review for the US Preventive Services Task Force
J Melnikow, JJ Fenton, EP Whitlock… - Annals of internal …, 2016 - acpjournals.org
Background: Screening mammography has lower sensitivity and specificity in women with
dense breasts, who experience higher breast cancer risk. Purpose: To perform a systematic …
dense breasts, who experience higher breast cancer risk. Purpose: To perform a systematic …
[HTML][HTML] BreastScreening-AI: Evaluating medical intelligent agents for human-AI interactions
In this paper, we developed BreastScreening-AI within two scenarios for the classification of
multimodal beast images:(1) Clinician-Only; and (2) Clinician-AI. The novelty relies on the …
multimodal beast images:(1) Clinician-Only; and (2) Clinician-AI. The novelty relies on the …
[HTML][HTML] Volumetric breast density affects performance of digital screening mammography
JOP Wanders, K Holland, WB Veldhuis… - Breast cancer research …, 2017 - Springer
Purpose To determine to what extent automatically measured volumetric mammographic
density influences screening performance when using digital mammography (DM). Methods …
density influences screening performance when using digital mammography (DM). Methods …
Intra‐and interreader reproducibility of PI‐RADSv2: A multireader study
Background The Prostate Imaging Reporting and Data System version 2 (PI‐RADSv2) has
been in use since 2015; while interreader reproducibility has been studied, there has been a …
been in use since 2015; while interreader reproducibility has been studied, there has been a …
[HTML][HTML] Artificial intelligence in breast cancer diagnosis and personalized medicine
Breast cancer is a significant cause of cancer-related mortality in women worldwide. Early
and precise diagnosis is crucial, and clinical outcomes can be markedly enhanced. The rise …
and precise diagnosis is crucial, and clinical outcomes can be markedly enhanced. The rise …
[HTML][HTML] Errors in mammography cannot be solved through technology alone
Mammography has been the frontline screening tool for breast cancer for decades.
However, high error rates in the form of false negatives (FNs) and false positives (FPs) have …
However, high error rates in the form of false negatives (FNs) and false positives (FPs) have …
Breast density, benign breast disease, and risk of breast cancer over time
M Román, J Louro, M Posso, R Alcántara, L Peñalva… - European …, 2021 - Springer
Objectives Assessing the combined effect of mammographic density and benign breast
disease is of utmost importance to design personalized screening strategies. Methods We …
disease is of utmost importance to design personalized screening strategies. Methods We …
Inaccurate labels in weakly-supervised deep learning: Automatic identification and correction and their impact on classification performance
In data-driven deep learning-based modeling, data quality may substantially influence
classification performance. Correct data labeling for deep learning modeling is critical. In …
classification performance. Correct data labeling for deep learning modeling is critical. In …
Breast density: clinical implications and assessment methods
NS Winkler, S Raza, M Mackesy, RL Birdwell - Radiographics, 2015 - pubs.rsna.org
Breast density assessment is an important component of the screening mammography
report and conveys information to referring clinicians about mammographic sensitivity and …
report and conveys information to referring clinicians about mammographic sensitivity and …