Shrddha Sagar on Muck Rack

Shrddha Sagar

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A hybrid SMOTE and Gaussian mixture model based optimized XGBoost framework for bipolar disorder detection - Scientific Reports

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By Santosh Kumar, Deeksha kumari, Arvind Panwar, Hamidreza Namazi, Shrddha Sagar, Lukas Herout, Nitesh Singh Bhati
| Nature
Abstract The identification of bipolar disorder (BD), a severe psychiatric condition characterized by recurrent mood fluctuations, remains challenging due to substantial inter-individual variability, symptom overlap with other mental disorders, and imbalanced clinical data. Delayed or inaccurate diagnosis often leads to inappropriate treatment strategies and adverse clinical outcomes, highlighting the need for reliable, data-driven decision-support tools.
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