PMED: APPM Workshop: Personalized Computation in Medicine - Glen Wright-Colopy, March 15, 2019
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This talk was presented at the Advances in Precision and Personalized Medicine during Session 7:Advances in Industry
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PMED: APPM Workshop: Personalized Computation in Medicine - Glen Wright-Colopy, March 15, 2019
- 1. Glen Wright Colopy Personalized Computation in Medicine Contact Information www.currenthealth.com Twitter: @heycurrent LinkedIn: https://www.linkedin.com/company/currenthealth Email: hello@currenthealth.com Facebook: www.facebook.com/heycurrenthealth
- 2. Where might we want precision in medicine? Where can computation achieve that precision?
- 5. We want personalization because imprecise clinical practice just doesn’t work.
- 6. University of Pittsburgh Medical Center Study • 332 patients • 112 clinical emergencies • 7 emergencies detected • Most detections were late
- 8. How can this be done?
- 10. Use 1 noise data point or a distribution over time?
- 15. Personalized Warning Metrics Heart Rate (bpm) Personal Metric
- 16. Personalized Warning Metrics Heart Rate (bpm) Personal Metric Decision Threshold
- 17. Simple Interpretable Metrics? This matters: This doesn’t:
- 22. (a) Deterioration Event (b) Poor Model Fit (c) Good Model Fit
- 23. Learning from Day 1
- 24. Test Different Heath Settings Learn Patient’s Physiology Improve Monitoring
- 25. Concluding
- 26. Places for Personalization Information & Context Complex Inference
- 27. Thank you!
- 28. Contact Information www.currenthealth.com Twitter: @heycurrent LinkedIn: https://www.linkedin.com/company/currenthealth Email: hello@currenthealth.com Facebook: www.facebook.com/heycurrenthealth
- 31. Why Do Some Artefacts Look Like Artefacts?
- 32. Why Do Some Artefacts Look Like Artefacts?
- 33. IID marginal distributions are informative
- 34. If you get the marginals right….
- 35. If you get the artefact inference right….
- 36. Contact Information www.currenthealth.com Twitter: @heycurrent LinkedIn: https://www.linkedin.com/company/currenthealth Email: hello@currenthealth.com Facebook: www.facebook.com/heycurrenthealth