Machine learning in human olfactory research
J Lötsch, D Kringel, T Hummel - Chemical senses, 2019 - academic.oup.com
The complexity of the human sense of smell is increasingly reflected in complex and high-
dimensional data, which opens opportunities for data-driven approaches that complement …
dimensional data, which opens opportunities for data-driven approaches that complement …
Explainable ai (xai) applied in machine learning for pain modeling: A review
Pain is a complex term that describes various sensations that create discomfort in various
ways or types inside the human body. Generally, pain has consequences that range from …
ways or types inside the human body. Generally, pain has consequences that range from …
Uncertainty quantification in neural-network based pain intensity estimation
Improper pain management leads to severe physical or mental consequences, including
suffering, a negative impact on quality of life, and an increased risk of opioid dependency …
suffering, a negative impact on quality of life, and an increased risk of opioid dependency …
Experimental exploration of multilevel human pain assessment using blood volume pulse (bvp) signals
Critically ill patients often lack cognitive or communicative functions, making it challenging to
assess their pain levels using self-reporting mechanisms. There is an urgent need for an …
assess their pain levels using self-reporting mechanisms. There is an urgent need for an …
Machine learning study of the extended drug–target interaction network informed by pain related voltage-gated sodium channels
Pain is a significant global health issue, and the current treatment options for pain
management have limitations in terms of effectiveness, side effects, and potential for …
management have limitations in terms of effectiveness, side effects, and potential for …
Machine learning and biological validation identify sphingolipids as potential mediators of paclitaxel-induced neuropathy in cancer patients
J Lötsch, K Gasimli, S Malkusch, L Hahnefeld… - Elife, 2024 - elifesciences.org
Background: Chemotherapy-induced peripheral neuropathy (CIPN) is a serious therapy-
limiting side effect of commonly used anticancer drugs. Previous studies suggest that lipids …
limiting side effect of commonly used anticancer drugs. Previous studies suggest that lipids …
Chronic back pain sub-grouped via psychosocial, brain and physical factors using machine learning
Chronic back pain (CBP) is heterogenous and identifying sub-groups could improve clinical
decision making. Machine learning can build upon prior sub-grouping approaches by using …
decision making. Machine learning can build upon prior sub-grouping approaches by using …
Machine learning in chronic pain research: a scoping review
MDK Jenssen, PA Bakkevoll, PD Ngo, A Budrionis… - Applied Sciences, 2021 - mdpi.com
Given the high prevalence and associated cost of chronic pain, it has a significant impact on
individuals and society. Improvements in the treatment and management of chronic pain …
individuals and society. Improvements in the treatment and management of chronic pain …
Identifying predictive factors for neuropathic pain after breast cancer surgery using machine learning
L Juwara, N Arora, M Gornitsky… - International journal of …, 2020 - Elsevier
Introduction Neuropathic pain (NP) remains a major debilitating condition affecting more
than 26% of breast cancer survivors worldwide. NP is diagnosed using a validated 10-items …
than 26% of breast cancer survivors worldwide. NP is diagnosed using a validated 10-items …
[HTML][HTML] Use of mobile health apps and wearable technology to assess changes and predict pain during treatment of acute pain in sickle cell disease: feasibility study
A Johnson, F Yang, S Gollarahalli… - JMIR mHealth and …, 2019 - mhealth.jmir.org
Background Sickle cell disease (SCD) is an inherited red blood cell disorder affecting
millions worldwide, and it results in many potential medical complications throughout the life …
millions worldwide, and it results in many potential medical complications throughout the life …