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Artificial Intelligence in Diabetes Care

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Artificial Intelligence in Diabetes Care

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Artificial intelligence (AI) is a fast-growing field and its applications to diabetes, a global pandemic, can reform the approach to diagnosis and management of this chronic condition. Principles of machine learning have been used to build algorithms to support predictive models for the risk of developing diabetes or its consequent complications.

Artificial intelligence (AI) is a fast-growing field and its applications to diabetes, a global pandemic, can reform the approach to diagnosis and management of this chronic condition. Principles of machine learning have been used to build algorithms to support predictive models for the risk of developing diabetes or its consequent complications.

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Artificial Intelligence in Diabetes Care

  1. 1. Trending Pharmaceutical Techniques in-Context of Global Research Artificial Intelligence: The Future for Diabetes Care Gopal Khodve (PhD 1st Year) Department of Pharmacology & Toxicology NIPER Kolkata
  2. 2. Diabetes Diabetes is a chronic metabolic disease Today 415 million people worldwide By 2040 more than half a billion with diabetes and its complications Global and regional diabetes prevalence estimates for 2019 and projections for 2030 and 2045: Results from the International Diabetes Federation Diabetes Cardiovascular Disease Chronic Kidney Disease Brain Stroke Diabetic foot ulcers
  3. 3. Quality Professional PPT Presentation Insulin Therapy Diabetic Medication Glucose meter Diet & Exercise Diabetes cannot be completely cured Conventional methods of treatment
  4. 4. Artificial Intelligence “The science and engineering of making intelligent machines, especially intelligent computer programs”. - John McCarthy Artificial Intelligence Machine Learning Data Mining AI integrated with Medical Science Diagnosis and Prediction Health Managem ent Pharmac eutical R & D Cadario, R., Longoni, C. & Morewedge, C.K. Understanding, explaining, and utilizing medical artificial intelligence. Nat Hum Behav1636–1642 (2021). AI integration with medical Science John McCarthy
  5. 5. AI in Diabetes Overall process improve the method of treatment
  6. 6. Diabetes Prediction AI predicts the progression of diabetic kidney disease using big data machine learning Makino, M., Yoshimoto, R., Ono, M. et al. Artificial intelligence predicts the progression of Diabetic kidney disease using big data machine learning. Sci Rep 9, 11862 (2019). Artificial intelligence (AI) is expected to support the clinical judgment in medicine. AI with EMR data from 2,000 patients with type 2 diabetes to predict the risk of diabetes.
  7. 7. Lifestyle Guidance for Diabetes Patients Carbohydrate is important food contain for diabetic A group of researchers develops an AI-based device food meter AI-based wearable devices help to manage diabetes
  8. 8. Insulin Injection Guidance In type 1 diabetes, lifelong dependence on insulin is the only effective treatment. The d-Nav insulin guidance system monitors and predict glucose levels so as to automatically advise patients appropriately on their next insulin dose American Diabetes Control and Complication Trial (DCCT) indicated that a 1.9% decrease in HbA1c through early intensive insulin treatment could significantly decrease the risk of complications and death.
  9. 9. Artificial Pancreas The artificial pancreas is a system made of three parts that work together to mimic a healthy pancreas • Continuous Glucose Monitor (CGM) • Insulin Infusion Pump • Computer Control Algorithm
  10. 10. Monitoring of Diabetes Complications The most common complications of diabetes include vascular pathologies, peripheral neuropathies, and retinopathy IDx-DR is a Medical Device and the first-ever FDA-approved autonomous AI Diabetic foot diagnosed by foot snap Google lens
  11. 11. AI-based smart devices for diabetes Smart Insulin Pen Gluco Track Gluco-wise D-Base Senseonics Eversense
  12. 12. Companies for Diabetes Management
  13. 13. Thank You It is just the beginning of Artificial intelligence!

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