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Military Medicine

Latest AI and machine learning research in military medicine for healthcare professionals.

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Considerations and Challenges for Real-World Deployment of an Acoustic-Based COVID-19 Screening System.

Coronavirus disease 2019 (COVID-19) has led to countless deaths and widespread global disruptions. Acoustic-based artificial intelligence (AI) tools could provide a simple, scalable, and prompt method to screen for COVID-19 using easily acquirable physiological sounds. These systems have been demonstrated previously and have shown promise but lack robust analysis of their deployment in real-world ...

Dec 6 2022 36502232

A joint cross-dimensional contrastive learning framework for 12-lead ECGs and its heterogeneous deployment on SoC.

The utilization of unlabeled electrocardiogram (ECG) data is always a critical topic in artificial intelligence healthcare, as the manual annotation for ECG data is a time-consuming task that requires much medical expertise. The recent development of self-supervised learning, especially contrastive learning, has provided helpful inspirations to solve this problem. In this paper, a joint cross-dime...

Dec 1 2022 36473340
Optimizing Face Recognition Inference with a Collaborative Edge-Cloud Network.

The rapid development of deep-learning-based edge artificial intelligence applications and their data-driven nature has led to several research issues...

Nov 1 2022 36366070
Artificial intelligence for sustainable oral healthcare.

OBJECTIVES: Oral health is grounded in the United National (UN) 2030 Agenda for Sustainable Developement and its 17 Goals (SDGs), in particular SDG 3 ...

Oct 21 2022 36273625
Pivotal challenges in artificial intelligence and machine learning applications for neonatal care.

Clinical decision support systems (CDSS) that are developed based on artificial intelligence and machine learning (AI/ML) approaches carry transformat...

Oct 13 2022 36266181
Implementation of machine learning in the clinic: challenges and lessons in prospective deployment from the System for High Intensity EvaLuation During Radiation Therapy (SHIELD-RT) randomized controlled study.

BACKGROUND: Artificial intelligence (AI) and machine learning (ML) have resulted in significant enthusiasm for their promise in healthcare. Despite th...

Sep 30 2022 36180836
Prospective clinical research of radiomics and deep learning in oncology: A translational review.

Radiomics and deep learning (DL) hold transformative promise and substantial and significant advances in oncology; however, most methods have been tes...

Sep 21 2022 36152912
Is primary health care ready for artificial intelligence? What do primary health care stakeholders say?

BACKGROUND: Effective deployment of AI tools in primary health care requires the engagement of practitioners in the development and testing of these t...

Sep 9 2022 36085203
Artificial intelligence in the detection of skin cancer.

Recent advances in artificial intelligence (AI) in dermatology have demonstrated the potential to improve the accuracy of skin cancer detection. These...

Aug 23 2022 35998842
Multi-Model Running Latency Optimization in an Edge Computing Paradigm.

Recent advances in both lightweight deep learning algorithms and edge computing increasingly enable multiple model inference tasks to be conducted con...

Aug 15 2022 36015856
Interpretable Passive Multi-Modal Sensor Fusion for Human Identification and Activity Recognition.

Human monitoring applications in indoor environments depend on accurate human identification and activity recognition (HIAR). Single modality sensor s...

Aug 3 2022 35957343
On-Device IoT-Based Predictive Maintenance Analytics Model: Comparing TinyLSTM and TinyModel from Edge Impulse.

A precise prediction of the health status of industrial equipment is of significant importance to determine its reliability and lifespan. This predict...

Jul 11 2022 35890854
Application of Improved Robot-assisted Laparoscopic Telesurgery with 5G Technology in Urology.

The demand for telesurgery is rising rapidly, but robust evidence regarding the feasibility of its application in urology is still rare. From March to...

Jul 9 2022 35817641
Shifting machine learning for healthcare from development to deployment and from models to data.

In the past decade, the application of machine learning (ML) to healthcare has helped drive the automation of physician tasks as well as enhancements ...

Jul 4 2022 35788685
Design of a Robust Tool for Deploying Large-Area Stretchable Sensor Networks from Microscale to Macroscale.

An investigation was conducted to develop an effective automated tool to deploy micro-fabricated stretchable networks of distributed sensors onto the ...

Jun 27 2022 35808351
The Challenges of Implementing Comprehensive Clinical Data Warehouses in Hospitals.

Digital health, e-health, telemedicine-this abundance of terms illustrates the scientific and technical revolution at work, made possible by high-spee...

Jun 16 2022 35742627
Dynamic Data Infrastructure Security for Interoperable e-Healthcare Systems: A Semantic Feature-Driven NoSQL Intrusion Attack Detection Model.

The exponential rise in advanced software computing and low-cost hardware has broadened the horizon for the Internet of Medical Things (IoMT), interop...

Jun 10 2022 35722459
Automated soccer head impact exposure tracking using video and deep learning.

Head impacts are highly prevalent in sports and there is a pressing need to investigate the potential link between head impact exposure and brain inju...

Jun 3 2022 35661123
Predictive models for clinical decision making: Deep dives in practical machine learning.

The deployment of machine learning for tasks relevant to complementing standard of care and advancing tools for precision health has gained much atten...

Apr 25 2022 35426190
The medical algorithmic audit.

Artificial intelligence systems for health care, like any other medical device, have the potential to fail. However, specific qualities of artificial ...

Apr 5 2022 35396183
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