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A review of machine learning algorithms for biomedical applications
As the amount and complexity of biomedical data continue to increase, machine learning
methods are becoming a popular tool in creating prediction models for the underlying …
methods are becoming a popular tool in creating prediction models for the underlying …
The smell of lung disease: a review of the current status of electronic nose technology
IG van der Sar, N Wijbenga, G Nakshbandi… - Respiratory …, 2021 - Springer
There is a need for timely, accurate diagnosis, and personalised management in lung
diseases. Exhaled breath reflects inflammatory and metabolic processes in the human body …
diseases. Exhaled breath reflects inflammatory and metabolic processes in the human body …
Trends in chemical sensors for non-invasive breath analysis
The advancements of chemical sensors over the past 50 years have significantly expanded
the diversity of available sensors making them more affordable, portable, sensitive, and …
the diversity of available sensors making them more affordable, portable, sensitive, and …
Olfactory diagnosis model for lung health evaluation based on pyramid pooling and SHAP-based dual encoders
J Peng, H Mei, R Yang, K Meng, L Shi, J Zhao… - ACS …, 2024 - ACS Publications
This study introduces a novel deep learning framework for lung health evaluation using
exhaled gas. The framework synergistically integrates pyramid pooling and a dual-encoder …
exhaled gas. The framework synergistically integrates pyramid pooling and a dual-encoder …
A review on electronic nose for diagnosis and monitoring treatment response in lung cancer
R Vadala, B Pattnaik, S Bangaru, D Rai… - Journal of Breath …, 2023 - iopscience.iop.org
Lung cancer is one of the common malignancies with high mortality rate and a poor
prognosis. Most lung cancer cases are diagnosed at an advanced stage either due to limited …
prognosis. Most lung cancer cases are diagnosed at an advanced stage either due to limited …
[HTML][HTML] Respiration-based COPD detection using UWB radar incorporation with machine learning
COPD is a progressive disease that may lead to death if not diagnosed and treated at an
early stage. The examination of vital signs such as respiration rate is a promising approach …
early stage. The examination of vital signs such as respiration rate is a promising approach …
[HTML][HTML] Development of electronic nose as a complementary screening tool for breath testing in colorectal cancer
CD Chen, YX Zheng, HF Lin, HY Yang - Biosensors, 2025 - mdpi.com
(1) Background: Colorectal cancer is one of the leading causes of cancer-related death,
while early detection decreases incidence and mortality. Current screening programs …
while early detection decreases incidence and mortality. Current screening programs …
Chemometric analysis of the global pattern of volatile organic compounds in the exhaled breath of patients with COVID-19, post-COVID and healthy subjects. Proof of …
BN Zamora-Mendoza, LD de León-Martínez… - Talanta, 2022 - Elsevier
The objective of this research was to evaluate the application of an electronic nose and
chemometric analysis to discriminate volatile organic compounds between patients with …
chemometric analysis to discriminate volatile organic compounds between patients with …
Application of chemoresistive gas sensors and chemometric analysis to differentiate the fingerprints of global volatile organic compounds from diseases. Preliminary …
M Rodríguez-Aguilar, LD de León-Martínez… - Clinica Chimica …, 2021 - Elsevier
Background Analysis of volatile organic compounds (VOCs) in exhaled breath has been
proposed as a screening method that discriminates between disease and healthy subjects …
proposed as a screening method that discriminates between disease and healthy subjects …
[HTML][HTML] Smart Gas Sensors: Materials, Technologies, Practical Applications, and Use of Machine Learning–A Review
The electronic nose, popularly known as the E-nose, that combines gas sensor arrays
(GSAs) with machine learning has gained a strong foothold in gas sensing technology. The …
(GSAs) with machine learning has gained a strong foothold in gas sensing technology. The …