Page 26 - AI for Good-Innovate for Impact

AI for Good-Innovate for Impact

1�2�2 Future work

Data collection, Model development, Others

Elaborate proposal: If provided with scholarships and additional resources, Neak Pean
HealthTech aims to bring the platform to new heights through comprehensive data collection,
computing power upgrade, and advanced model development.

Firstly, the team focuses on enhancing data collection efforts to enrich the AI algorithms. By
collecting a diverse range of patient data, including symptoms, medical history, to name a
few, the model can be trained to better understand and interpret Khmer speech patterns and
healthcare terms. This data-driven approach will enable the team to refine keyword detection
algorithms, improve accuracy and efficiency of symptom identification and summary report
generation.

Upgrading the computing power or GPU infrastructure is crucial to support the computational
demands for training the model. As currently the computing Capacity that the Cambodia
Academy of Digital Technology (CADT) has is still limited. So this upgrading investment
can accelerate model training and inference processes, enabling faster response times and
scalability.

To enhance the performance of the model, the team would invest in more advanced model
development. This includes fine-tuning our NLP, ASR, and Khmer Chatbot models to better
handle complex Khmer language structures and dialects, as well as incorporating real-time
feedback mechanisms to continuously improve model accuracy and adaptability.

1�3� Use case requirements

• REQ-01: It is critical that speech-speech Chatbots which provide access to pre-health
assessment, based on a mobile based solution, are available in local languages.
• REQ-02: It is critical that a Khmer telemedicine chatbot integrates NLP and Khmer
automatic speech recognition (ASR) to facilitate efficient communication between patients
and healthcare providers.
• REQ-03: It is a chatbot that allows patients to report symptoms remotely through voice
or text in Khmer, which is critical given the complex script of the Khmer language and the
prevalent use of voice input among Cambodians.
• REQ-04: It is critical that the platform employs keyword detection algorithms to extract
essential information from patient inputs and automatically generates comprehensive
summary reports for healthcare providers.
• REQ-05: It is critical that patients can schedule appointments seamlessly through the
platform, which facilitates efficient communication and coordination between patients
and healthcare providers.
• REQ-06: It is critical that the accessibility of medical records and advice in the Khmer
language empowers patients, enabling them to make informed decisions about their
health and well-being, thereby enhancing patient outcomes.

10