Personalized Treatment Planning for Muscle Weakness using AI – Driven Predictive Modeling

Muscle weakness is a condition where muscles do not contract as strongly as they should, resulting in difficulty moving or using them. It can result from a variety of underlying causes, including neurological, muscular, metabolic, autoimmune, and systemic disorders. Common reasons of muscle weakness contain myasthenia gravis, muscular dystrophies, peripheral neuropathies, and electrolyte imbalances. The onset of these conditions can be either sudden or gradual, depending on the underlying etiology.. Muscle weakness is often accompanied by other neurological abnormalities. A thorough diagnostic workup typically involving clinical assessment, lab tests, electromyography, imaging, and occasionally muscle biopsy is essential to determine the cause. Identifying the root cause is key to guiding appropriate treatment and improving outcomes. Muscle weakness can also result from disuse atrophy (lack of exercise), A healthy diet, regular exercise, and stress management can help improve muscle health and function. In some cases, surgery may be necessary to address underlying conditions causing nerve damage or compression. Muscle weakness often arises from insufficient physical activity, aging, muscle injuries, or pregnancy. Chronic conditions like diabetes and heart disease can also contribute to this issue. Other potential causes include neurological disorders such as stroke and multiple sclerosis, as well as mental health conditions like depression. A common contributor to muscle deconditioning is a sedentary lifestyle. When muscles aren't regularly engaged, muscle fibers can be replaced by fat, leading to muscle atrophy and increased fatigue during daily activities

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Publication Details

Journal
International Journal of Advanced Research in Science Communication and Technology
Published
2025-08-29
DOI
https://doi.org/10.48175/ijarsct-28719
Primary Topic
Prosthetics and Rehabilitation Robotics
Type
article
Field-Weighted Citation Impact
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article

Personalized Treatment Planning for Muscle Weakness using AI – Driven Predictive Modeling

Srilatha Kodaru
International Journal of Advanced Research in Science Communication and Technology
Prosthetics and Rehabilitation Robotics
article

Personalized Treatment Planning for Muscle Weakness using AI – Driven Predictive Modeling

Srilatha Kodaru
article en

Abstract

Muscle weakness is a condition where muscles do not contract as strongly as they should, resulting in difficulty moving or using them. It can result from a variety of underlying causes, including neurological, muscular, metabolic, autoimmune, and systemic disorders. Common reasons of muscle weakness contain myasthenia gravis, muscular dystrophies, peripheral neuropathies, and electrolyte imbalances. The onset of these conditions can be either sudden or gradual, depending on the underlying etiology.. Muscle weakness is often accompanied by other neurological abnormalities. A thorough diagnostic workup typically involving clinical assessment, lab tests, electromyography, imaging, and occasionally muscle biopsy is essential to determine the cause. Identifying the root cause is key to guiding appropriate treatment and improving outcomes. Muscle weakness can also result from disuse atrophy (lack of exercise), A healthy diet, regular exercise, and stress management can help improve muscle health and function. In some cases, surgery may be necessary to address underlying conditions causing nerve damage or compression. Muscle weakness often arises from insufficient physical activity, aging, muscle injuries, or pregnancy. Chronic conditions like diabetes and heart disease can also contribute to this issue. Other potential causes include neurological disorders such as stroke and multiple sclerosis, as well as mental health conditions like depression. A common contributor to muscle deconditioning is a sedentary lifestyle. When muscles aren't regularly engaged, muscle fibers can be replaced by fat, leading to muscle atrophy and increased fatigue during daily activities

International Journal of Advanced Research in Science Communication and Technology
Madhya Pradesh Bhoj Open University (IN)
Openalex Percentile: Top 78%
Prosthetics and Rehabilitation Robotics
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