AIMC Topic: Pain Measurement

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A stacking ensemble machine learning model for predicting postoperative axial pain intensity in patients with degenerative cervical myelopathy.

Scientific reports Mar 22, 2025
Machine learning (ML) has been extensively utilized to predict complications associated with various diseases. This study aimed to develop ML-based classifiers employing a stacking ensemble strategy to forecast the intensity of postoperative axial pa...
Spinal Cord Diseases Aged Adult Male Pain, Postoperative Cervical Vertebrae Middle Aged Pain Measurement Humans Machine Learning Female
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Machine learning predicts spinal cord stimulation surgery outcomes and reveals novel neural markers for chronic pain.

Scientific reports Mar 18, 2025
Spinal cord stimulation (SCS) is a well-accepted therapy for refractory chronic pain. However, predicting responders remain a challenge due to a lack of objective pain biomarkers. The present study applies machine learning to predict which patients w...
Biomarkers Female Aged Humans Machine Learning Treatment Outcome Pain Measurement Electroencephalography Chronic Pain Adult Male Middle Aged Spinal Cord Stimulation
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The need for epistemic humility in AI-assisted pain assessment.

Medicine, health care, and philosophy Mar 15, 2025
It has been difficult historically for physicians, patients, and philosophers alike to quantify pain given that pain is commonly understood as an individual and subjective experience. The process of measuring and diagnosing pain is often a fraught an...
Trust Pain Measurement Humans Pain Management Artificial Intelligence Knowledge
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Outcomes of lateral femoral cutaneous nerve decompression surgery in meralgia paraesthetica: assessment of pain, sensory deficits, and quality of life.

International orthopaedics Mar 7, 2025
PURPOSE: Meralgia paraesthetica (MP) is a rare neuropathy of the lateral femoral cutaneous nerve (LFCN), characterized by thigh pain, paraesthesia, or sensory loss. When conservative treatments fail, surgical interventions such as neurolysis or neure...
Nerve Compression Syndromes Middle Aged Aged Femoral Neuropathy Adult Pain Measurement Quality of Life Humans Male Femoral Nerve Treatment Outcome Prospective Studies Decompression, Surgical Female
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Comparison of predictive models for knee pain and analysis of individual and physical activity variables using interpretable machine learning.

The Knee Mar 4, 2025
BACKGROUND: Knee pain is associated with not only individual factors such as age and obesity but also physical activity factors such as occupational activities and exercise, which has a significant impact on the lives of adults and the elderly.
Machine Learning Female Aged Exercise Adult Humans Knee Joint Pain Measurement Male Arthralgia Middle Aged
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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...
Pain Measurement Pain Facial Expression Infant, Newborn Humans Male Female 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...
Behavior, Animal Acute Pain Swine Orchiectomy Pain Measurement Algorithms Machine Learning Animals Male
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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...
Neural Networks, Computer Machine Learning Algorithms Humans Pain Wavelet Analysis Electrocardiography Federated Learning 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...
Pain Measurement Retrospective Studies Exercise Therapy Female Chronic Pain Adult Quality of Life Mobile Applications Male Humans Middle Aged Artificial Intelligence
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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...
Humans Deep Learning Pain Measurement Neural Networks, Computer Delivery of Health Care Pain Facial Expression Video Recording Internet of Things
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