Julia Höhn
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View article: Conceptional Framework for the Objective Work-Related Quality of Life Measurement Through Multimodal Data Integration from Wearables and Digital Interaction
Conceptional Framework for the Objective Work-Related Quality of Life Measurement Through Multimodal Data Integration from Wearables and Digital Interaction Open
View article: User technology for AI-supported objective measurement of Work-related Quality of Life (MI-LQ)
User technology for AI-supported objective measurement of Work-related Quality of Life (MI-LQ) Open
Background Understanding and enhancing job satisfaction is crucial for improving Work-Related Quality of Life (WrQoL) in today’s office work environments. Our work uses multimodal data collection and analysis techniques to objectively asse…
View article: Deep learning-based proteomics enables accurate classification of bulk and single-cell samples
Deep learning-based proteomics enables accurate classification of bulk and single-cell samples Open
Proteins are the main drivers of cell function and disease, making their analysis a powerful technique to characterize determinants of cell identity and to identify biomarkers. Current proteomic technology has the breadth to profile thousa…
View article: Colorectal cancer risk stratification on histological slides based on survival curves predicted by deep learning
Colorectal cancer risk stratification on histological slides based on survival curves predicted by deep learning Open
Studies have shown that colorectal cancer prognosis can be predicted by deep learning-based analysis of histological tissue sections of the primary tumor. So far, this has been achieved using a binary prediction. Survival curves might cont…
View article: Deep learning can predict lymph node status directly from histology in colorectal cancer
Deep learning can predict lymph node status directly from histology in colorectal cancer Open
View article: Gastrointestinal cancer classification and prognostication from histology using deep learning: Systematic review
Gastrointestinal cancer classification and prognostication from histology using deep learning: Systematic review Open
View article: Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review
Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review Open
Background Recent years have been witnessing a substantial improvement in the accuracy of skin cancer classification using convolutional neural networks (CNNs). CNNs perform on par with or better than dermatologists with respect to the cla…
View article: Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification
Combining CNN-based histologic whole slide image analysis and patient data to improve skin cancer classification Open
In most cases, the CNN on its own was so accurate that patient data integration did not provide any benefit. However, incorporating patient data for lesions that were classified by the CNN with low 'confidence' improved balanced accuracy.
View article: Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review (Preprint)
Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review (Preprint) Open
BACKGROUND Recent years have been witnessing a substantial improvement in the accuracy of skin cancer classification using convolutional neural networks (CNNs). CNNs perform on par with or better than dermatologists with respect to the cl…
View article: Influence of testing parameters on the load-bearing capacity of prosthetic materials used for fixed dental prosthesis: A systematic review and meta-analysis
Influence of testing parameters on the load-bearing capacity of prosthetic materials used for fixed dental prosthesis: A systematic review and meta-analysis Open
The aim of this study was to systematically review the literature to assess static fracture strength tests applied for FDPs and analyze the impact of periodontal ligament (PDL) simulation on the fracture strength. Original scientific paper…