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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
A Clinical Approach to Cognitive Impairment
1Dr. Koliatsos is the Stulman Scholar in Clinical Neuropsychiatry and Director, Neuropsychiatry Program, Sheppard and Enoch Pratt Hospital, Towson, Maryland; professor of Pathology and Neurology and associate professor of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore; and clinical professor of Psychiatry, University of Maryland School of Medicine, Baltimore (e-mail: koliat@jhmi.edu).
Cognitive impairment, common in daily life, requires clinical attention when severe. Key causes include neurodegenerative disease, stroke, medication toxicity, and alcoholism, often linked to aging populations.
Area of Science:
- Neurology
- Geriatrics
- Psychiatry
Background:
- Cognitive impairment is a widespread medical issue, often increasing with age.
- Major causes include neurodegenerative diseases, cerebrovascular events, medication side effects, and alcohol abuse.
- These conditions frequently coexist with other illnesses and polypharmacy, complicating patient management.
Purpose of the Study:
- To outline the evaluation and management of clinically significant cognitive impairment.
- To emphasize the importance of a comprehensive approach involving multiple medical disciplines and caregivers.
Main Methods:
- Detailed patient history, including symptom timeline and caregiver input.
- Thorough physical and mental status examinations.
- Strategic ancillary testing tailored to the differential diagnosis.
Main Results:
- Identification of top causes: neurodegenerative disease, stroke, medication toxicity, alcoholism.
- Recognition of the aging population as a significant demographic factor.
- Highlighting the critical role of caregivers as 'hidden patients'.
Conclusions:
- A systematic evaluation integrating history, examination, and targeted testing is crucial.
- Multidisciplinary team-based care, including primary care and specialists, is essential for optimal outcomes.
- Psychiatrists must remain updated on advancements and collaborate effectively in managing cognitive impairment.
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