A machine learning approach for the identification of a biomarker of human pain using fNIRS

R Fernandez Rojas, X Huang, KL Ou - Scientific reports, 2019 - nature.com
Pain is a highly unpleasant sensory and emotional experience, and no objective diagnosis
test exists to assess it. In clinical practice there are two main methods for the estimation of …

Pain Detection with FNIRS-measured brain signals: a personalized machine learning approach using the wavelet transform and bayesian hierarchical modeling with …

D Lopez-Martinez, K Peng, A Lee… - … and Demos (ACIIW), 2019 - ieeexplore.ieee.org
Currently self-report pain ratings are the gold standard in clinical pain assessment.
However, the development of objective automatic measures of pain could substantially aid …

NIRS measures in pain and analgesia: fundamentals, features, and function

KD Karunakaran, K Peng, D Berry, S Green… - Neuroscience & …, 2021 - Elsevier
Current pain assessment techniques based only on clinical evaluation and self-reports are
not objective and may lead to inadequate treatment. Having a functional biomarker will add …

[PDF][PDF] The analysis of pain research through the lens of artificial intelligence and machine learning

JN Nagireddi, AK Vyas, MR Sanapati… - Pain …, 2022 - painphysicianjournal.com
Background: Traditional pain assessment methods have significant limitations due to the
high variability in patient reported pain scores and perception of pain by different individuals …

Computer aided pain detection and intensity estimation using compact CNN based fusion network

A Semwal, ND Londhe - Applied Soft Computing, 2021 - Elsevier
Pain is an indication of uneasiness, and its assessment is crucial for medical diagnosis and
treatment of patients. Subjective methods like visual inspection and self-report of pain, are …

Comparison of feature extraction methods for physiological signals for heat-based pain recognition

P Gouverneur, F Li, WM Adamczyk, TM Szikszay… - Sensors, 2021 - mdpi.com
While even the most common definition of pain is under debate, pain assessment has
remained the same for decades. But the paramount importance of precise pain management …

Pain biomarkers in fibromyalgia syndrome: current understanding and future directions

M Favretti, C Iannuccelli, M Di Franco - International Journal of Molecular …, 2023 - mdpi.com
Fibromyalgia is a complex and heterogeneous clinical syndrome, mainly characterized by
the presence of widespread pain, possibly associated with a variety of other symptoms …

A systematic review of neurophysiological sensing for the assessment of acute pain

R Fernandez Rojas, N Brown, G Waddington… - NPJ digital …, 2023 - nature.com
Pain is a complex and personal experience that presents diverse measurement challenges.
Different sensing technologies can be used as a surrogate measure of pain to overcome …

Enhanced deep learning algorithm development to detect pain intensity from facial expression images

G Bargshady, X Zhou, RC Deo, J Soar… - Expert systems with …, 2020 - Elsevier
Automated detection of pain intensity from facial expressions, especially from face images
that show a patient's health, remains a significant challenge in the medical diagnostics and …

Physiological signal-based method for measurement of pain intensity

Y Chu, X Zhao, J Han, Y Su - Frontiers in neuroscience, 2017 - frontiersin.org
The standard method for prediction of the absence and presence of pain has long been self-
report. However, for patients with major cognitive or communicative impairments, it would be …