User profiles for Arkadiusz Gertych

Arkadiusz Gertych

Cedars-Sinai Medical Center,
Verified email at cshs.org
Cited by 4884

A deep convolutional neural network model to classify heartbeats

…, Y Hagiwara, JH Tan, M Adam, A Gertych… - Computers in biology …, 2017 - Elsevier
The electrocardiogram (ECG) is a standard test used to monitor the activity of the heart.
Many cardiac abnormalities will be manifested in the ECG including arrhythmia which is a …

Bone age assessment of children using a digital hand atlas

A Gertych, A Zhang, J Sayre… - … medical imaging and …, 2007 - Elsevier
We have developed an automated method to assess bone age of children using a digital
hand atlas. The hand atlas consists of two components. The first component is a database …

Computer-assisted bone age assessment: Image preprocessing and epiphyseal/metaphyseal ROI extraction

E Pietka, A Gertych, S Pospiech, F Cao… - IEEE transactions on …, 2001 - ieeexplore.ieee.org
Clinical assessment of skeletal maturity is based on a visual comparison of a left-hand wrist
radiograph with atlas patterns. Using a new digital hand atlas an image analysis …

Automatic bone age assessment for young children from newborn to 7-year-old using carpal bones

A Zhang, A Gertych, BJ Liu - Computerized Medical Imaging and Graphics, 2007 - Elsevier
A computer-aided-diagnosis (CAD) method has been previously developed based on
features extracted from phalangeal regions of interest (ROI) in a digital hand atlas, which can …

Automated identification of shockable and non-shockable life-threatening ventricular arrhythmias using convolutional neural network

…, U Raghavendra, JH Tan, M Adam, A Gertych… - Future Generation …, 2018 - Elsevier
Ventricular tachycardia (VT) and ventricular fibrillation (VFib) are the life-threatening
shockable arrhythmias which require immediate attention. Cardiopulmonary resuscitation (CPR) …

Convolutional neural networks can accurately distinguish four histologic growth patterns of lung adenocarcinoma in digital slides

A Gertych, Z Swiderska-Chadaj, Z Ma, N Ing… - Scientific reports, 2019 - nature.com
During the diagnostic workup of lung adenocarcinomas (LAC), pathologists evaluate distinct
histological tumor growth patterns. The percentage of each pattern on multiple slides bears …

Age-related macular degeneration detection using deep convolutional neural network

…, AK Rao, B Raju, NS Shetty, A Gertych… - Future Generation …, 2018 - Elsevier
Age-related Macular Degeneration (AMD) is an eye condition that affects the elderly. Further,
the prevalence of AMD is rising because of the aging population in the society. Therefore, …

The Molecular Twin artificial-intelligence platform integrates multi-omic data to predict outcomes for pancreatic adenocarcinoma patients

A Osipov, O Nikolic, A Gertych, S Parker, A Hendifar… - Nature cancer, 2024 - nature.com
Contemporary analyses focused on a limited number of clinical and molecular biomarkers
have been unable to accurately predict clinical outcomes in pancreatic ductal …

A structural and functional acromegaly classification

…, O Cooper, VS Bonert, A Gertych… - The Journal of …, 2015 - academic.oup.com
Context: GH-secreting pituitary adenomas exhibit heterogeneous natural history ranging
from small tumors to large aggressive adenomas. Objective: To rigorously classify an …

Machine learning approaches to analyze histological images of tissues from radical prostatectomies

A Gertych, N Ing, Z Ma, TJ Fuchs, S Salman… - … Medical Imaging and …, 2015 - Elsevier
Computerized evaluation of histological preparations of prostate tissues involves identification
of tissue components such as stroma (ST), benign/normal epithelium (BN) and prostate …