Transformative Impact of AI in Healthcare

Jul 13, 2024

Transformative Impact of AI in Healthcare

Introduction

  • Presenter: Dr. Alberto Rameshko
  • Topic: AI as a disruptive force in healthcare innovations

7 Examples of AI Transforming Healthcare

1. Detecting Arrhythmias

  • Condition: Atrial Fibrillation (AFib)
  • Challenges: Continuous ECG monitoring
  • Solution: Digital health devices like AliveCor's Kardia
    • Features: FDA-approved ECG recorder
    • Technology: Advanced AI for on-the-go heart rate and rhythm monitoring
    • Impact: Shifts point of care from hospital to wherever the patient is

2. Emergency Detection

  • Algorithm: Sepsis Prediction and Optimization of Therapy by HCA Healthcare
  • Function: Continuous monitoring of patient data for sepsis
  • Impact: Detects sepsis 6 hours earlier than clinicians
    • Benefits: Reduces sepsis mortality rates by nearly 30%

3. Seizure Detecting Smart Bracelets

  • Condition: Epilepsy
  • Device: Empatica's AI-powered wristband
  • Accuracy: 98% in detecting generalized tonic-clonic seizures
  • Future Goals: Predicting seizures

4. Skin Checking Apps

  • Function: AI diagnosis of suspicious skin lesions
  • Process: Upload pictures to get evaluated by AI algorithm
  • Impact: Preliminary diagnosis in seconds; detects lesions missed by traditional methods
  • Note: Dermatologists still required for confirmed diagnosis

5. Stroke Detection

  • App: Viz LVO
  • Technology: Deep learning for automatic stroke detection on CT Imaging
  • Impact: Alerts specialists, cuts down treatment time
    • Stats: 96% sensitivity, 94% specificity
  • Benefits: Faster triage and improved patient outcomes

6. Breast Cancer Detection

  • Technology: Deep learning models
  • Function: Early signs detection, assisting human pathologists
  • Impact: Improved patient outcomes, reduced workload on radiologists

7. Drug Discovery

  • Challenges: High cost and time for drug development (~$3B, 12 years)
  • Solution: Advanced algorithms and machine learning
    • Example: DeepMind's program revealing 200M proteins
  • Impact: Speeds up drug discovery, reduces costs

Conclusion

  • AI represents a paradigm shift in healthcare
  • Further implementation needed, both technologically and regulatory
  • Potential for long-term advancements and profound changes in medical practice

Additional Resources

  • Website: Digitalhealthcourse.com for more on digital health and future of healthcare