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Data Science
If your SaMD project involves large volume of medical data, we provide professional data science services to help you store, transfer and analyse them. We have successfully completed several data science projects for customers ranging from data pre-processing and cleaning, database construction, predictive analysis, clinical data analytics, financial analytics, operational analytics, interoperability etc. These data science projects help customers to identify trends, predict patient outcomes, manage resources, and implement evidence-based practices.
For example, we helped a customer to harmonise their Electronic Health Records (EHRs) in a disparate array of databases with unstructured text fields. We implemented Large Language Models (LLMs) to process unstructured descriptive text data. From the processed structured data, we constructed interpretable predictive models to predict the likelihood of an adverse event such as a heart attack from a patient’s EHR, preventing health problems before they occur.
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AI & Machine Learning
If your SaMD project requires Artificial Intelligence (AI) and Machine Learning (ML), we are researchers with accumulated over 40 years experience in these areas. More specifically, we specialised in
Interpretable AI for healthcare
One major concerns about AI in healthcare is the danger of black box models. Such black box models deliver a decision without any interpretable reasoning behind the decision, which severely reduce the decision's opacity, accountability, responsibility and liabilityrequired by the medical practitioners. We address this concern using interpretable machine learning methods such as Bayesian Decision Trees, Bayesian networks, and graph deep learning.
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Network Biology & Graph Deep Earning
If your diagnostic/therapeutic area is a complex disease, e.g., cancer, then network biology could be invaluable to
Identify biomarkers for a disease
Develop diagnostic tests
Identify new drug targets
Repurpose existing drugs
Design clinical trials
Predict patient response to treatment
More specifically, we have more than 30 years combined experience in
Understanding the molecular mechanisms of complex diseases and drugs’ Modes of Action (MoAs)
Identifying key genes and proteins involved in a disease
Developing new drugs and treatments
Predicting patient outcomes
Medical Device Software Development
Our software development services are designed to help you create reliable, high-quality and compliance-ready software applications. We specialise in web app development using agile methods, which allows us to deliver software quickly and efficiently while maintaining high-quality standards.
We understand the unique challenges of developing software for the healthcare industry. Our processes are compliant with ISO 13485 and IEC 62304 standards, ensuring that our software meets the highest standards of quality and safety. We also have a team of experienced engineers who are certified in these standards, so you can be confident that your software is in good hands.
We offer a wide range of software development services, including:
Web app development
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Mobile app development
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Desktop app development
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Software integration
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Software testing
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Software maintenance
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