A hybrid clinical-knowledge + symptom-reasoning medical AI that understands real human health queries and returns clear explanations, practical care steps, and bilingual guidance — even for rare diseases.
BEAST (Bilingual Engine for AI Symptom Triage) is a bulletproof medical query assistant designed to bridge the gap between:
- everyday symptom concerns
- reproductive & intimate health questions
- clinical disease knowledge
- rare medical conditions
Unlike traditional symptom bots that rely only on predefined rules or datasets, BEAST combines:
- medical knowledge bases
- semantic NLP retrieval
- condition reasoning
- universal care generation
to ensure every user query always receives meaningful guidance.
Most medical chatbots fail because they:
- cannot understand natural symptom language
- ignore reproductive / sensitive health
- return long clinical text without care advice
- lack coverage for both common and rare conditions
- provide no response when dataset mismatch occurs
This leads to unsafe or unusable outputs.
BEAST introduces a hybrid medical intelligence architecture:
-
Symptom Detection Engine Interprets real-world phrasing (e.g., “my head hurts”, “reddish sperm”, “vaginal smell”)
-
Clinical Knowledge Retrieval Uses MedQuAD biomedical dataset for disease grounding
-
Consumer Health Layer Covers everyday symptoms & lifestyle issues
-
Reproductive & Intimate Health Module Explicit coverage of sensitive queries often ignored
-
Condition-Specific Care Library Structured summaries, causes, and actionable care
-
Universal Medical Fallback Engine Guarantees solutions even for unknown or rare diseases
-
Bilingual Response System Automatic Hindi ↔ English understanding and output
User Query
↓
Language Detection
↓
Symptom / Condition Detection
↓
IF condition match → structured medical response
ELSE → semantic dataset retrieval
↓
Universal medical reasoning engine
↓
Bilingual comprehensive guidance
Biomedical Q&A from NIH, NLM, GARD → rare diseases & clinical conditions
Everyday health complaints → headache, gas, fatigue, sinus, etc
Sensitive & intimate conditions → vaginal health, semen changes, UTI
Combined into a unified medical knowledge base.
- 🗣️ Natural symptom understanding
- 🌍 Hindi + English input/output
- 🩺 Condition explanation + causes
- ✅ Practical care recommendations
- 🔁 Works for rare diseases
- 🔒 Handles sensitive health safely
- 📊 Semantic medical retrieval
- 🧠 Universal medical reasoning
- 🚫 No empty responses
Input:
my head hurts
Output: Possible condition: Headache Details: tension, dehydration, screen strain What you can do: hydration, rest, reduce screen
Input:
reddish semen
Output: Possible condition: Blood in semen Details: prostate inflammation, minor bleeding What you can do: hydration, hygiene, reduce ejaculation
Input:
rare genetic syndrome
Output: Possible condition: genetic disorder What you can do: specialist evaluation, supportive care
- Hybrid clinical + consumer medical AI
- Universal care generation engine
- Reproductive health inclusion
- Dataset bias compensation layer
- Symptom phrasing normalization
- Bulletproof fallback logic
- Python
- Sentence-Transformers (MiniLM)
- Semantic similarity (cosine)
- MedQuAD biomedical dataset
- Google Translate API
- LangDetect
- Jupyter / Colab UI
BEAST does not provide diagnosis. It offers educational guidance and encourages medical consultation.
- Symptom triage assistants
- Telehealth pre-screening
- Healthcare chatbots
- Medical education tools
- Multilingual health access
- Rural health tech
- Severity scoring
- Emergency detection
- Doctor specialty mapping
- Location-based recommendations
- Voice input
- Mobile deployment
ML Team
- Pranav Kamble
- Aryaman Rane
Development Team
- Gaurav Sharma
✅ Clinical-grade prototype complete 🔬 Dataset-augmented 🧠 Reasoning-enabled 🚀 Ready for expansion
Accessible medical guidance for everyone — across language, literacy, and condition complexity.
BEAST: Because every health question deserves an answer.