AIMC Topic: Pain Measurement

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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 Predictive Value of Tests Pain Measurement Opioid-Related Disorders 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...
Female Aged Adult Male Humans Machine Learning Middle Aged Pain Measurement Pain, Postoperative
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Negative prognostic factors and clinical improvement prediction modeling for extracorporeal shockwave therapy in calcific shoulder tendinitis using artificial intelligence techniques.

Journal of shoulder and elbow surgery Jan 19, 2025
BACKGROUND: The efficacy of extracorporeal shockwave therapy (ESWT) for treating shoulder calcific tendinitis can be influenced by various prognostic factors. This study aimed to identify prognostic factors associated with the failure of ESWT for sym...
Female Aged Adult Male Artificial Intelligence Prognosis Retrospective Studies Pain Measurement Tendinopathy Shoulder Pain Extracorporeal Shockwave Therapy Middle Aged Treatment Outcome Calcinosis Humans
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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...
Heel Pain Measurement Electroencephalography Pain Humans Machine Learning Male Support Vector Machine Female Infant, Newborn
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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...
Algorithms Female Humans MMPI Machine Learning Deception Single-Blind Method Adult Pain Measurement Pain Male Middle Aged
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Automated video-based pain recognition in cats using facial landmarks.

Scientific reports Nov 14, 2024
Affective states are reflected in the facial expressions of all mammals. Facial behaviors linked to pain have attracted most of the attention so far in non-human animals, leading to the development of numerous instruments for evaluating pain through ...
Animals Pattern Recognition, Automated Artificial Intelligence Male Image Processing, Computer-Assisted Facial Expression Pain Cats Pain Measurement Video Recording Face
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Automated acute pain prediction in domestic goats using deep learning-based models on video-recordings.

Scientific reports Nov 7, 2024
Facial expressions are essential in animal communication, and facial expression-based pain scales have been developed for different species. Automated pain recognition offers a valid alternative to manual annotation with growing evidence across speci...
Video Recording Facial Expression Acute Pain Support Vector Machine Pain Measurement Female Goats Animals Male Deep Learning
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Developing and Validating a Multimodal Dataset for Neonatal Pain Assessment to Improve AI Algorithms With Clinical Data.

Advances in neonatal care : official journal of the National Association of Neonatal Nurses Oct 2, 2024
BACKGROUND: Using Artificial Intelligence (AI) for neonatal pain assessment has great potential, but its effectiveness depends on accurate data labeling. Therefore, precise and reliable neonatal pain datasets are essential for managing neonatal pain.
Datasets as Topic Algorithms Female Infant, Newborn Pain Measurement Pain Reproducibility of Results Male Humans Artificial Intelligence
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Pain Assessment for Patients with Dementia and Communication Impairment: Feasibility Study of the Usage of Artificial Intelligence-Enabled Wearables.

Sensors (Basel, Switzerland) Sep 29, 2024
BACKGROUND: Recent studies on machine learning have shown the potential to provide new methods with which to assess pain through the measurement of signals associated with physiologic responses to pain detected by wearables. We conducted a prospectiv...
Aged, 80 and over Pain Prospective Studies Male Communication Disorders Humans Pain Measurement Pilot Projects Female Wearable Electronic Devices Artificial Intelligence Feasibility Studies Aged Dementia Algorithms
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