AIMC Topic: Restraint, Physical

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A Risk Prediction Model for Physical Restraints Among Older Chinese Adults in Long-term Care Facilities: Machine Learning Study.

Journal of medical Internet research Apr 6, 2023
BACKGROUND: Numerous studies have identified risk factors for physical restraint (PR) use in older adults in long-term care facilities. Nevertheless, there is a lack of predictive tools to identify high-risk individuals.
Risk Factors Aged Algorithms Female Male China Aged, 80 and over Cross-Sectional Studies Humans Machine Learning Long-Term Care Skilled Nursing Facilities Models, Theoretical East Asian People Homes for the Aged Restraint, Physical
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Droplets in underlying chemical communication recreate cell interaction behaviors.

Nature communications Jun 1, 2022
The sensory-motor interaction is a hallmark of living systems. However, developing inanimate systems with "recognize and attack" abilities remains challenging. On the other hand, controlling the inter-droplet dynamics on surfaces is key in microengin...
Restraint, Physical Artificial Cells Cell Communication Microfluidics Robotics
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Predicting mechanical restraint of psychiatric inpatients by applying machine learning on electronic health data.

Acta psychiatrica Scandinavica Jul 6, 2019
OBJECTIVE: Mechanical restraint (MR) is used to prevent patients from harming themselves or others during inpatient treatment. The objective of this study was to investigate whether incident MR occurring in the first 3 days following admission could ...
Female Hospitalization Sensitivity and Specificity Male Mental Disorders Electronic Health Records Predictive Value of Tests Humans Machine Learning Inpatients Restraint, Physical Self-Injurious Behavior Case-Control Studies Denmark Early Warning Score Time Factors
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Automated tracking and analysis of behavior in restrained insects.

Journal of neuroscience methods Nov 4, 2014
BACKGROUND: Insect behavior is often monitored by human observers and measured in the form of binary responses. This procedure is time costly and does not allow a fine graded measurement of behavioral performance in individual animals. To overcome th...
Bees Movement Odorants Animals Software Artificial Intelligence Video Recording Bayes Theorem Restraint, Physical Male Algorithms Arthropod Antennae Models, Biological Conditioning, Classical
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Integrated analysis of restraint stress in rat serum using ATR-FTIR and Raman spectroscopy with Machine learning.

Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy Nov 5, 2025
In forensic practice, accurately determining whether an individual has been subjected to prolonged restraint or assessing injuries resulting from restraint can be challenging. To address this, we explored a novel approach using attenuated total refle...
Rats Spectrum Analysis, Raman Male Stress, Psychological Principal Component Analysis Restraint, Physical Machine Learning Spectroscopy, Fourier Transform Infrared Animals Rats, Sprague-Dawley
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