Using AI Algorithms and Machine Learning in the Analysis of a Bio-Purification Method (Therapeutic Emesis, Known as “Vamana Karma”): Protocol for a Mixed Methods Study

This work presents one of the first attempts to apply deep learning for objective analysis of the TE process in Ayurveda. By combining YOLOv9 for vomit detection and residual neural network for classification, the framework achieves promising accuracy in automated vomit identification. The results will demonstrate the potential of AI-assisted analysis in traditional medicine, although further clinical validation and expansion across multiple centers will be necessary before deployment in real-world settings.

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Publication Details

Journal
JMIR Research Protocols
Published
2026-02-03
DOI
https://doi.org/10.2196/79875
Primary Topic
Nausea and vomiting management
Type
article
Field-Weighted Citation Impact
0.00
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article

Using AI Algorithms and Machine Learning in the Analysis of a Bio-Purification Method (Therapeutic Emesis, Known as “Vamana Karma”): Protocol for a Mixed Methods Study

Anupma Gupta, Sachin Kumar Singh, Richard David, Pooja Rani et al.
JMIR Research Protocols
Nausea and vomiting management
article

Using AI Algorithms and Machine Learning in the Analysis of a Bio-Purification Method (Therapeutic Emesis, Known as “Vamana Karma”): Protocol for a Mixed Methods Study

Anupma Gupta, Sachin Kumar Singh, Richard David, Pooja Rani, Anandaraman P V, Sumit Kalra
article en

Abstract

This work presents one of the first attempts to apply deep learning for objective analysis of the TE process in Ayurveda. By combining YOLOv9 for vomit detection and residual neural network for classification, the framework achieves promising accuracy in automated vomit identification. The results will demonstrate the potential of AI-assisted analysis in traditional medicine, although further clinical validation and expansion across multiple centers will be necessary before deployment in real-world settings.

JMIR Research ProtocolsVol. 15
Indian Institute of Technology Jodhpur (IN), Ministry of AYUSH (IN)
Openalex Percentile: Top 67%
Nausea and vomiting management
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