Deep.ai

Split learning for health: Distributed deep learning without sharing

WEBSplitNN does not share raw data or model details with collaborating institutions. The proposed configurations of splitNN cater to practical settings of i) …

Actived: 2 days ago

URL: https://deep.ai/publication/split-learning-for-health-distributed-deep-learning-without-sharing-raw-patient-data

Scalable and accurate deep learning for electronic health records

WEBIn the sequential format we propose, this volume of EHR data unrolled into a total of 46,864,534,945 data points, including clinical notes. Deep learning models …

Category: Health Go Health

On the Importance of Clinical Notes in Multi-modal Learning for …

WEBUnderstanding deep learning model behavior is critical to accepting machine learning-based decision support systems in the medical community.Previous research …

Category: Medical Go Health

Reliable and Trustworthy Machine Learning for Health Using …

WEB10/26/21 - Unpredictable ML model behavior on unseen data, especially in the health domain, raises serious concerns about its safety as reper

Category: Health Go Health

UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi

WEBTo achieve model reliability, the model needs to provide accurate prediction and uncertainty score of the prediction. However, existing uncertainty estimation …

Category: Health Go Health

Handling missing values in healthcare data: A systematic

WEBObjective: The proper handling of missing values is critical to delivering reliable estimates and decisions, especially in high-stakes fields such as clinical …

Category: Health Go Health

Artificial intelligence in medicine and healthcare: a review and

WEBThis paper provides an overview of the current and near-future applications of Artificial Intelligence (AI) in Medicine and Health Care and presents a classification …

Category: Medicine Go Health

A Deep Learning Architecture for De-identification of Patient …

WEBDe-identification is the process of removing 18 protected health information (PHI) from clinical notes in order for the text to be considered not individually identifiable.

Category: Health Go Health

Improving Clinical Outcome Predictions Using Convolution over …

WEBEarly prediction of mortality and length of stay(LOS) of a patient is vital for saving a patient's life and management of hospital resources. Availability of electronic …

Category: Health Go Health

Summarizing Patients Problems from Hospital Progress Notes

WEBAutomatically summarizing patients' main problems from daily progress notes using natural language processing methods helps to battle against information …

Category: Health Go Health

Embedding Complexity In the Data Representation Instead of In …

WEBElectronic Health Records have become popular sources of data for secondary research, but their use is hampered by the amount of effort it takes to …

Category: Health Go Health

Opportunities and Challenges for ChatGPT and Large Language

WEBChatGPT has drawn considerable attention from both the general public and domain experts with its remarkable text generation capabilities. This has subsequently …

Category: Health Go Health

Detecting and Preventing Shortcut Learning for Fair Medical AI …

WEBMachine learning (ML) holds great promise for improving healthcare, but it is critical to ensure that its use will not propagate or amplify health disparities. An …

Category: Health Go Health

Artificial Intelligence for Health Message Generation: Theory, …

WEBThis study introduces and examines the potential of an AI system to generate health awareness messages. The topic of folic acid, a vitamin that is critical …

Category: Vitamin Go Health

From Military to Healthcare: Adopting and Expanding Ethical …

WEBIn 2020, the U.S. Department of Defense officially disclosed a set of ethical principles to guide the use of Artificial Intelligence (AI) technologies on future battlefields. …

Category: Health Go Health

Medical Question Summarization with Entity-driven Contrastive …

WEBBy summarizing longer consumer health questions into shorter and essential ones, medical question answering (MQA) systems can more accurately understand …

Category: Medical Go Health

Deep Data Augmentation for Weed Recognition Enhancement: A …

WEBWeed management plays an important role in many modern agricultural applications. Conventional weed control methods mainly rely on chemical herbicides or …

Category: Health Go Health

IIoT-Enabled Health Monitoring for Integrated Heat Pump System …

WEBThe sustaining evolution of sensing and advancement in communications technologies have revolutionized prognostics and health management for various …

Category: Health Go Health

Neurons Definition DeepAI

WEBGo back. Includes 500 AI Image generations, 1750 AI Chat Messages, 30 AI Video generations, 60 Genius Mode Messages and 60 Genius Mode Images per month.

Category: Health Go Health