Deep Learning-Based Predictive Healthcare System for Disease Risk Assessment and Personalized Treatment Recommendation

Registration ID: IJNRD_327353

Published ID: IJNRD2607302

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Sanjivani Ingale, Dr. Jaydeep B. Patil

Deep Learning, Predictive Healthcare, Disease Prediction, Risk Assessment, Healthcare Analytics, Neural Networks, Medical Data Analysis, Clinical Decision Support, Treatment Recommendation System, Electronic Health Records, Health Risk Classification, Artificial Intelligence, Multi-Disease Prediction, Smart Healthcare, Preventive Medicine.

AI is revolutionizing healthcare from reactive treatments to proactive disease prevention. This research proposes a predictive healthcare system which will utilize deep learning techniques to identify the risks of disease and make treatment recommendations. A framework is proposed to analyze patient medical data, such as blood pressure, heart rate, glucose concentration, B.I., age, etc., to look for potential health risks and prediction of the chance of a certain disease. The process of comprehensive data preprocessing and feature extraction, along with neural network-based learning, produces accurate and reliable disease prediction results. The suggested model can predict multiple diseases and classify the patients as different health-risk categories which could facilitate early medical intervention and preventative healthcare planning. The deep learning framework is trained and validated using historical medical datasets, which guarantees its solid performance in various medical scenarios. The system will leverage AI technologies, such as deep learning via methodologies, and the use of health care intelligence to enable preventive medicine, reduce risks of hospitalization, and impact overall well-being of patients. The findings of the study provide evidence of how intelligent healthcare technologies can contribute to the creation of a more efficient, patient-centric and accessible healthcare ecosystem.

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Sanjivani Ingale & Dr. Jaydeep B. Patil (July-2026). Deep Learning-Based Predictive Healthcare System for Disease Risk Assessment and Personalized Treatment Recommendation. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 11(7), d5-d13. https://ijnrd.org/papers/IJNRD2607302.pdf

Volume 11 Issue 7, July-2026

Pages : d5-d13

Paper Reg. ID: IJNRD_327353

Published Paper Id: IJNRD2607302

Research Area: Other area not in list

Author Type: Indian Author

Country: Pune, Maharashtra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2607302.pdf

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Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

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