Evidence map›Paper›PMID 40620433›Full record

ArticleFrontiers in medicine2025

Learning technology for Ayurveda with pedagogically designed virtual patient case simulations.

Prema Nedungadi, Rammanohar Puthiyedath, Romita Jinachandran, Shyamasundaran Kulangara, Sushma Naranappa Salethoor, Mandip Goyal, Nagarajan Chockan, Anup Thakur, Raghu Raman

Abstract read
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Article in Frontiers in medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Prema NedungadiSchool of Computing, Amrita Vishwa Vidyapeetham, Amritapuri, India.
Rammanohar PuthiyedathAmrita School of Ayurveda, Amrita Vishwa Vidyapeetham, Amritapuri, India.
Romita JinachandranAmrita CREATE, Amrita Vishwa Vidyapeetham, Amritapuri, India.
Shyamasundaran KulangaraAmrita School of Ayurveda, Amrita Vishwa Vidyapeetham, Amritapuri, India.
Sushma Naranappa SalethoorAmrita School of Ayurveda, Amrita Vishwa Vidyapeetham, Amritapuri, India.
Mandip GoyalInstitute of Teaching and Research in Ayurveda (ITRA), Jamnagar, India.
Nagarajan ChockanAmrita School of Ayurveda, Amrita Vishwa Vidyapeetham, Amritapuri, India.
Anup ThakurInstitute of Teaching and Research in Ayurveda (ITRA), Jamnagar, India.
Raghu RamanAmrita CREATE, Amrita Vishwa Vidyapeetham, Amritapuri, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Ayurveda education in India has seen limited integration of learning technology, leading to significant gaps in clinical skill development. This study introduces AyurSIM, a virtual patient simulation platform designed with interactive virtual cases replicating real-world scenarios to address this gap, offering structured educational modules from patient examination through follow-up care, incorporating Ayurveda protocols and a comprehensive database of disease patterns. Methods: AyurSIM was developed using pedagogical frameworks building on experiential learning, problem-solving tasks, and reflective practice. The platform enables the creation of regionally adapted virtual cases, aligning with diverse Ayurvedic practices while maintaining a structured protocol. Usability was evaluated using the validated System Usability Scale (SUS) among 210 diverse participants during training workshops. Results: The platform achieved a "good" SUS score of 77.08. Participants commended the intuitive interface, immersive learning experience, and educational value. Suggested improvements included integrating AR/VR technologies, expanding clinical content across disciplines, and multilingual support. Discussion: AyurSIM effectively bridges traditional Ayurveda education with modern methodologies, providing culturally responsive, practical learning experiences. The findings suggest that the blended pedagogical approach provides a robust framework for Ayurveda education. The ability to simulate realistic virtual patient clinical scenarios in a structured manner underscores the platform's value in preparing students for real-world practice.

Indexed as

Ayurvedacomplementary and alternative medicinelearning technologySDG3: good health and wellbeingSDG4 quality educationTCAMtechnology-enhanced learningvirtual patients

Identifiers

PMID40620433
PMCPMC12226514

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.