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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
[A practical diagnostic approach to mental deficiency in 2002]
V des Portes1, M O Livet, L Vallée
1Service de neuropédiatrie, hôpital Saint-Vincent-de-Paul, Paris, France.
Insights
Identifying the cause of mental deficiency in children is challenging. A new three-step diagnostic procedure from the Société française de neurologie pédiatrique (SFNP) guides targeted investigations for better genetic counseling.
Area of Science:
- Pediatric Neurology
- Clinical Genetics
- Developmental Pediatrics
Background:
- Identifying the etiology of mental deficiency in children presents a significant challenge in pediatric practice.
- Current systematic imaging and biological screening methods yield limited results for non-specific, isolated mental retardation without distinct clinical features.
Purpose of the Study:
- To propose a structured, three-step diagnostic procedure for identifying the causes of mental deficiency in children.
- To enhance the accuracy of genetic counseling by understanding the pathophysiology and molecular mechanisms underlying developmental delays.
Main Methods:
- Development of a diagnostic algorithm based on frequent clinical observations.
- Emphasis on a comprehensive clinical process, including neurodevelopmental assessment and cognitive/adaptive skills evaluation.
- Promoting collaboration among various medical specialists.
Main Results:
- The proposed procedure aims to guide targeted investigations, improving diagnostic yield compared to non-specific screening.
- Highlights the low efficacy of broad, non-specific screening in the absence of characteristic clinical signs.
- Stresses the importance of detailed clinical evaluation for accurate diagnosis.
Conclusions:
- A systematic, multi-step diagnostic approach is crucial for identifying the etiology of mental deficiency in children.
- Accurate etiological diagnosis is essential for effective genetic counseling and management.
- Integrated clinical assessment and specialist collaboration are key to improving diagnostic outcomes.
Abstract:
The identification of an etiology in children with mental deficiency is a major challenge in routine pediatrics. As the result of a workshop leaded by the Société française de neurologie pédiatrique (SFNP), we propose a three steps diagnostic procedure, taking into account several frequent clinical observations leading to further targeted investigations. The yield of systematic imaging and biological screening remains very low, when performed for a non specific isolated mental retardation, without any characteristic clinical features. Yet, it is mandatory for an accurate genetic counseling to know not only the clinical diagnosis of developmental delay, but also the pathophysiology and the underlying molecular mechanism. The SFNP's proposal points out the necessity of a comprehensive clinical process including cautious neurodevelopmental assessment, reliable cognitive and adaptive skills evaluation, and collaboration between different specialists.
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