MUMBAI, India, July 7 -- Intellectual Property India has published a patent application (202641058013 A) filed by P. Gowtham; Ch. Mahesh; M. Vikas; K. Tiiulsiram; and M. Pramod on May 07, 2026, for Emotion Aware Depression Detection From Social Media Text Using Bert Bilstm And Explainable Ai.
Inventors include P. Gowtham; Ch. Mahesh; M. Vikas; K. Tiiulsiram; and M. Pramod.
The application for the patent was published on July 03, 2026, under issue no. 27/2026.
Abstract: D ep ressio n is a grow ing global m e n ta l h e a lth c o n c e rn th a t o ften re m a in s u n d e te c te d d u e to th e la c k of effectiv e e a rly s c re e n in g m e th o d s. T his p ro je c t p ro p o se s a n A l-based D ep ressio n D e te c tio n S y ste m th a t an aly zes so cial m e d ia te x t to id e n tify lin g u istic p a tte r n s a s s o c ia te d w ith d ep ressiv e b eh a v io r. T he sy ste m in te g ra te s ad v a n c e d N atural L anguage P rocessing (NLP) m odels, inclu d in g BERT, BiLSTM, an d RoBERTa, co m b in ed w ith em o tio n - aw are fe a tu re s to im prove p re d ic tio n p erfo rm an ce. A w e ig h ted en sem b le learn in g a p p ro ach is em ployed to co m b in e m u ltip le m o d el o u tp u ts an d g e n e ra te a m ore reliable final p re d ic tio n . To e n h a n c e tra n s p a re n c y an d tr u s t, ex p lain ab le Al te c h n iq u e s su ch as LIME an d SHAP are u sed to h ig h lig h t th e key w ords and p h rases in flu en cin g th e m o d e l’s d ec isio n s. A F lask -b ased web a p p lic a tio n en ab les u se rs to in p u t te x t a n d re c e iv e re a l-tim e p re d ic tio n s w ith co n fid e n c e sco re s. E x p e rim e n ta l e v a lu a tio n d e m o n s tra te s stro n g p erfo rm an ce , ach iev in g an F l-s c o re above 0 .8 2 an d an AUC o f 0 .8 9 , in d ic a tin g th e s y s te m ’s e ffe c tiv e n e s s fo r e a rly d e p re ssio n d e te c tio n a n d d ig ita l m e n ta l h e a lth m o n ito rin g .
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