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Ashwini S Savanth

2 papers in the library · publishing 2022-2023

Papers

Differences in brain connectivity of meditators during assessing neurocognition via gamified experimental logic task: A machine learning approach.

The neuroradiology journal June 1, 2023 Ashwini S Savanth, Vijaya Pa, Ajay K Nair et al.

Long-term meditation practice may produce neuroplastic changes that make cognitive processing more efficient. Using fMRI, researchers compared brain connectivity in long-term (average 13,596 hours) and short-term (average 1,095 hours) Rajayoga meditators from the Brahma Kumaris while they performed an engaging task with audio-visual distractions. A machine learning classifier (Gradient Boosted Tree) distinguished the two groups with 77% accuracy based on functional connectivity metrics. Connectivity was higher in long-term meditators in visual areas, cerebellum, left rostral prefrontal cortex, and middle frontal gyrus, suggesting that extensive meditation practice can lead to more effortless cognitive processing.

Classification of Rajayoga Meditators Based on the Duration of Practice Using Graph Theoretical Measures of Functional Connectivity from Task-Based Functional Magnetic Resonance Imaging.

International Journal of Yoga January 1, 2022 Ashwini S Savanth, P A Vijaya, Ajay Kumar Nair et al.

Long-term Rajayoga meditators from the Brahma Kumaris tradition show distinct brain functional connectivity patterns compared to short-term practitioners, even while performing a non-meditative task. Using task-based fMRI data, graph-theoretical measures of functional connectivity (adjacency matrices, global efficiency, local efficiency) were calculated from 132 brain regions. Machine learning classifiers—especially decision tree, random forest, and gradient boosted tree—achieved over 84% test accuracy in distinguishing long-term (mean 13,596 hours of practice) from short-term (mean 1,095 hours) meditators. These findings suggest that extensive meditation practice produces lasting changes in brain network organization that persist outside of meditation.