Application of deep learning to the diagnosis of cervical lymph node metastasis from thyroid cancer with CT: external validation and clinical utility for resident training

JH Lee, EJ Ha, DY Kim, YJ Jung, S Heo, YH Jang… - European …, 2020 - Springer
… This study aimed to validate a deep learning model’s diagnostic performance in using …
cancer in a large clinical cohort and to evaluate the model’s clinical utility for resident training. …

Comparison of clinical utility of deep learning‐based systems for small‐bowel capsule endoscopy reading

T Aoki, A Yamada, S Oka, M Tsuboi… - Journal of …, 2024 - Wiley Online Library
… However, we considered that the clinical utility for trainees deserved … To our knowledge,
this is the first study to compare the clinical utility of the two CNN-based screening systems in the …

Clinical utility of deep learning motion correction for T1 weighted MPRAGE MR images

K Pawar, Z Chen, J Seah, M Law, T Close… - European Journal of …, 2020 - Elsevier
… the limitations of deep learning-based motion correction in routine clinical radiological …
clinical utility and limitations of a deep learning-based motion correction technique in the clinical

Clinical utility of a deep-learning mortality prediction model for cardiac surgery decision making

N Allou, J Allyn, S Provenchere, B Delmas… - The Journal of Thoracic …, 2023 - Elsevier
… In addition, our study found the deep-learning model to have greater clinical utility than the
… with the 2 machine-learning models. The advantage of the deep-learning model over the …

[HTML][HTML] Assessing the clinical utility of expanded macular OCTs using machine learning

AC Lin, CS Lee, M Blazes, AY Lee… - … vision science & …, 2021 - iovs.arvojournals.org
… of the study was to examine the clinical utility of expanded raster scan patterns in different
… In addition, we were not able to provide visualizations of the deep learning model because …

Augmented decision-making in wound care: evaluating the clinical utility of a deep-learning model for pressure injury staging

J Kim, C Lee, S Choi, DI Sung, J Seo, YN Lee… - International Journal of …, 2023 - Elsevier
… Model showed clinical utility in improving PI staging by healthcare providers. … With few
exceptions, the deep learning model outperformed most of the participants in classifying each …

Performance and clinical utility of supervised machine-learning approaches in detecting familial hypercholesterolaemia in primary care

RK Akyea, N Qureshi, J Kai, SF Weng - NPJ digital medicine, 2020 - nature.com
… , ranging from 0.73% of the population using ensemble learning to 10.16% of the population
using deep learning. Specificity was not as variable as sensitivity ranging from 90.0% for …

Artificial intelligence: finding the intersection of predictive modeling and clinical utility

K Ravi - Gastrointestinal Endoscopy, 2021 - giejournal.org
… AI is a broad concept and encompasses machine learning in which computers use data
to create a binary predictive algorithm: deep learning that enhances machine learning by …

Utility of a deep-learning algorithm to guide novices to acquire echocardiograms for limited diagnostic use

A Narang, R Bae, H Hong, Y Thomas, S Surette… - JAMA …, 2021 - jamanetwork.com
… A novel deep-learning (DL) algorithm, trained on more than 5 million examples of the outcome
of ultrasonographic probe movement on image quality, can provide real-time prescriptive …

Enhancing clinical utility: deep learning-based embryo scoring model for non-invasive aneuploidy prediction

BX Ma, GN Zhao, ZF Yi, YL Yang, L Jin… - Reproductive Biology and …, 2024 - Springer
… The “intelligent data analysis (iDA) Score” as a deep learning algorithm was used in TL …
This study provided additional information to strengthen the clinical applicability of iDAScore. …