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Artificial intelligence-driven radiomics study in cancer: the role of feature engineering and modeling
Modern medicine is reliant on various medical imaging technologies for non-invasively
observing patients' anatomy. However, the interpretation of medical images can be highly …
observing patients' anatomy. However, the interpretation of medical images can be highly …
Radiomics in prostate cancer: An up-to-date review
M Ferro, O de Cobelli, G Musi… - Therapeutic …, 2022 - journals.sagepub.com
Prostate cancer (PCa) is the most common worldwide diagnosed malignancy in male
population. The diagnosis, the identification of aggressive disease, and the post-treatment …
population. The diagnosis, the identification of aggressive disease, and the post-treatment …
[HTML][HTML] End-to-end prostate cancer detection in bpMRI via 3D CNNs: effects of attention mechanisms, clinical priori and decoupled false positive reduction
We present a multi-stage 3D computer-aided detection and diagnosis (CAD) model 1 for
automated localization of clinically significant prostate cancer (csPCa) in bi-parametric MR …
automated localization of clinically significant prostate cancer (csPCa) in bi-parametric MR …
FUTURE-AI: guiding principles and consensus recommendations for trustworthy artificial intelligence in medical imaging
The recent advancements in artificial intelligence (AI) combined with the extensive amount
of data generated by today's clinical systems, has led to the development of imaging AI …
of data generated by today's clinical systems, has led to the development of imaging AI …
[HTML][HTML] Advancements in mri-based radiomics and artificial intelligence for prostate cancer: A comprehensive review and future prospects
Simple Summary The integration of artificial intelligence (AI) into radiomic models has
become increasingly popular due to advances in computer-aided diagnosis tools. These …
become increasingly popular due to advances in computer-aided diagnosis tools. These …
[HTML][HTML] Prostate cancer radiogenomics—from imaging to molecular characterization
Radiomics and genomics represent two of the most promising fields of cancer research,
designed to improve the risk stratification and disease management of patients with prostate …
designed to improve the risk stratification and disease management of patients with prostate …
Comparative performance of fully-automated and semi-automated artificial intelligence methods for the detection of clinically significant prostate cancer on MRI: a …
Objectives We systematically reviewed the current literature evaluating the ability of fully-
automated deep learning (DL) and semi-automated traditional machine learning (TML) MRI …
automated deep learning (DL) and semi-automated traditional machine learning (TML) MRI …
[HTML][HTML] Are current clinical studies on artificial intelligence-based medical devices comprehensive enough to support a full health technology assessment? A …
L Farah, J Davaze-Schneider, T Martin… - Artificial intelligence in …, 2023 - Elsevier
Abstract Introduction Artificial Intelligence-based Medical Devices (AI-based MDs) are
experiencing exponential growth in healthcare. This study aimed to investigate whether …
experiencing exponential growth in healthcare. This study aimed to investigate whether …
Artificial intelligence algorithms aimed at characterizing or detecting prostate cancer on MRI: How accurate are they when tested on independent cohorts?–a …
O Rouvière, T Jaouen, P Baseilhac… - Diagnostic and …, 2023 - Elsevier
Purpose The purpose of this study was to perform a systematic review of the literature on the
diagnostic performance, in independent test cohorts, of artificial intelligence (AI)-based …
diagnostic performance, in independent test cohorts, of artificial intelligence (AI)-based …
Catalyzing precision medicine: artificial intelligence advancements in prostate cancer diagnosis and management
A Talyshinskii, BMZ Hameed, PP Ravinder, N Naik… - Cancers, 2024 - mdpi.com
Simple Summary In this paper, we look at the role of artificial intelligence (AI) advancements
in prostate cancer diagnosis and management. Specifically, we focus on magnetic …
in prostate cancer diagnosis and management. Specifically, we focus on magnetic …