Increasing wait times for consultations and combating health misinformation, CareConnect aims to offer rapid responses to patient queries, supporting informed decision-making and alleviating the burden on the healthcare system.
- Advanced LLMs: Utilizes cutting-edge large language models to provide accurate and prompt medical advice.
- Timely Assistance: Reduces wait times for medical consultations, ensuring health issues are addressed promptly.
- Combats Misinformation: Provides reliable information, helping users navigate through health concerns with confidence.
- Efficient: Streamlines the process of obtaining medical advice, easing the load on healthcare systems.
- Informed Decisions: Empowers users with accurate information, aiding in better health management.
- Patients: Receive quick and reliable medical guidance to address health concerns without long wait times.
- Healthcare Systems: Alleviate the burden on healthcare facilities by providing a first line of advice and information.
CareConnect aims to bring efficiency and reliability to medical guidance, ensuring users receive accurate and timely assistance, thereby contributing to a more effective healthcare system.
Metric | Base LLM | Base LLM with RAG | Fine-tuned LLM | Fine-tuned LLM with RAG |
---|---|---|---|---|
BERT Precision | 0.839389 | 0.838776 | 0.838845 | 0.842095 |
BERT Recall | 0.824338 | 0.823488 | 0.833013 | 0.836036 |
BERT F1 | 0.831632 | 0.830919 | 0.835787 | 0.838912 |
Semantic Similarity | 0.459603 | 0.459985 | 0.532590 | 0.545531 |