AIMC Topic: Pain Measurement

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Disclosing neonatal pain in real-time: AI-derived pain sign from continuous assessment of facial expressions.

Computers in biology and medicine Mar 1, 2025
This study introduces an AI-derived pain sign for continuous neonatal pain assessment, addressing the limitations of existing pain scales and computational approaches. Traditional pain scales, though widely used, are hindered by inter-rater variabili...
Humans Female Pain Measurement Pain Facial Expression Infant, Newborn Male Deep Learning
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Proposing a short version of the Unesp-Botucatu pig acute pain scale using a novel application of machine learning technique.

Scientific reports Feb 28, 2025
Surgical castration of males is carried out on a large scale in the US swine industry and the pain resulting from this procedure can be assessed using the Unesp-Botucatu pig composite acute pain scale (UPAPS). We aim to propose a short version of UPA...
Male Swine Orchiectomy Pain Measurement Behavior, Animal Acute Pain Machine Learning Algorithms Animals
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A Novel Framework for Quantum-Enhanced Federated Learning with Edge Computing for Advanced Pain Assessment Using ECG Signals via Continuous Wavelet Transform Images.

Sensors (Basel, Switzerland) Feb 26, 2025
Our research introduces a framework that integrates edge computing, quantum transfer learning, and federated learning to revolutionize pain level assessment through ECG signal analysis. The primary focus lies in developing a robust, privacy-preservin...
Pain Neural Networks, Computer Wavelet Analysis Machine Learning Federated Learning Algorithms Electrocardiography Humans Pain Measurement Signal Processing, Computer-Assisted
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Exploring the Effect of an 8-Week AI-Composed Exercise Program on Pain Intensity and Well-Being in Patients With Spinal Pain: Retrospective Cohort Analysis.

JMIR formative research Feb 18, 2025
BACKGROUND: Spinal pain, one of the most common musculoskeletal disorders (MSDs), significantly impacts the quality of life due to chronic pain and disability. Physical activity has shown promise in managing spinal pain, although optimizing adherence...
Humans Artificial Intelligence Retrospective Studies Pain Measurement Middle Aged Exercise Therapy Female Quality of Life Chronic Pain Adult Mobile Applications Male
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A Multimodal Pain Sentiment Analysis System Using Ensembled Deep Learning Approaches for IoT-Enabled Healthcare Framework.

Sensors (Basel, Switzerland) Feb 17, 2025
This study introduces a multimodal sentiment analysis system to assess and recognize human pain sentiments within an Internet of Things (IoT)-enabled healthcare framework. This system integrates facial expressions and speech-audio recordings to evalu...
Deep Learning Pain Measurement Pain Humans Neural Networks, Computer Delivery of Health Care Video Recording Internet of Things Facial Expression
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Machine learning research methods to predict postoperative pain and opioid use: a narrative review.

Regional anesthesia and pain medicine Feb 5, 2025
The use of machine learning to predict postoperative pain and opioid use has likely been catalyzed by the availability of complex patient-level data, computational and statistical advancements, the prevalence and impact of chronic postsurgical pain, ...
Humans Machine Learning Opioid-Related Disorders Predictive Value of Tests Pain Measurement Pain, Postoperative Analgesics, Opioid
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Multimodal Pain Recognition in Postoperative Patients: Machine Learning Approach.

JMIR formative research Jan 27, 2025
BACKGROUND: Acute pain management is critical in postoperative care, especially in vulnerable patient populations that may be unable to self-report pain levels effectively. Current methods of pain assessment often rely on subjective patient reports o...
Pain Measurement Pain, Postoperative Adult Male Middle Aged Machine Learning Female Humans Aged
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Comparison between AI and human expert performance in acute pain assessment in sheep.

Scientific reports Jan 3, 2025
This study explores the question whether Artificial Intelligence (AI) can outperform human experts in animal pain recognition using sheep as a case study. It uses a dataset of N = 48 sheep undergoing surgery with video recordings taken before (no pai...
Humans Artificial Intelligence Animals Pain Measurement Behavior, Animal Sheep Acute Pain Video Recording Facial Expression
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Decoding of pain during heel lancing in human neonates with EEG signal and machine learning approach.

Scientific reports Dec 28, 2024
Currently, pain assessment using electroencephalogram signals and machine learning methods in clinical studies is of great importance, especially for those who cannot express their pain. Since newborns are among the high-risk group and always experie...
Female Infant, Newborn Male Humans Machine Learning Pain Heel Support Vector Machine Pain Measurement Electroencephalography
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Diagnosis of Pain Deception Using Minnesota Multiphasic Personality Inventory-2 Based on XGBoost Machine Learning Algorithm: A Single-Blinded Randomized Controlled Trial.

Medicina (Kaunas, Lithuania) Dec 2, 2024
: Assessing pain deception is challenging due to its subjective nature. The main goal of this study was to evaluate the diagnostic value of pain deception using machine learning (ML) analysis with the Minnesota Multiphasic Personality Inventory-2 (MM...
MMPI Male Middle Aged Algorithms Pain Measurement Female Deception Humans Single-Blind Method Adult Machine Learning Pain
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