Data-centric artificial intelligence in oncology: a systematic review assessing data quality in machine learning models for head and neck cancer

J Adeoye, L Hui, YX Su - Journal of Big Data, 2023 - Springer
Abstract Machine learning models have been increasingly considered to model head and
neck cancer outcomes for improved screening, diagnosis, treatment, and prognostication of …

Semi-supervised 3D-InceptionNet for segmentation and survival prediction of head and neck primary cancers

A Qayyum, M Mazher, T Khan, I Razzak - Engineering Applications of …, 2023 - Elsevier
Cancers, known collectively as head and neck cancers, usually begin in the squamous cells
that line the head and neck's mucosal surfaces, forming a tumour mass. It usually develops …

Deep learning based time-to-event analysis with PET, CT and joint PET/CT for head and neck cancer prognosis

Y Wang, E Lombardo, M Avanzo, S Zschaek… - Computer Methods and …, 2022 - Elsevier
Objectives Recent studies have shown that deep learning based on pre-treatment positron
emission tomography (PET) or computed tomography (CT) is promising for distant …

Methodological evaluation of original articles on radiomics and machine learning for outcome prediction based on positron emission tomography (PET)

JMM Rogasch, K Shi, D Kersting… - Nuklearmedizin …, 2023 - thieme-connect.com
Aim Despite a vast number of articles on radiomics and machine learning in positron
emission tomography (PET) imaging, clinical applicability remains limited, partly owing to …

A convolutional neural network with self-attention for fully automated metabolic tumor volume delineation of head and neck cancer in F]FDG PET/CT

P Nikulin, S Zschaeck, J Maus, P Cegla… - European Journal of …, 2023 - Springer
Purpose PET-derived metabolic tumor volume (MTV) and total lesion glycolysis of the
primary tumor are known to be prognostic of clinical outcome in head and neck cancer …

[HTML][HTML] Breast Cancer Subtype Prediction Model Employing Artificial Neural Network and 18F-Fluorodeoxyglucose Positron Emission Tomography/Computed …

A Hossain, SI Chowdhury - Journal of Medical Physics, 2024 - journals.lww.com
Materials and Methods: In our nuclear medical facility, 122 BC patients (training and testing)
had 18 F-fluoro-D-glucose (18 F-FDG) PET/CT to identify the various subtypes of the …

Amélioration de Scores de Risque Environmental par Machine Learning Informé et AI Explicable

JB Guimbaud - 2024 - theses.hal.science
Dès la conception, des facteurs environnementaux tels que la qualité de l'air ou les
habitudes alimentaires peuvent significativement influencer le risque de développer …

[PDF][PDF] Image Guidance in der modernen Radioonkologie

F Walter - 2023 - edoc.ub.uni-muenchen.de
4 diagnostische Wertigkeit der Fluordesoxyglucose Positronenemissionstomographie (FDG
PET/CT) an einem Patientenkollektiv mit kindlichen Sarkomen untersucht. In einem weiteren …