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#8: Eric Davis – Building Better Data Models

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Manage episode 290052637 series 2824530
Content provided by Galois Inc., Joey Dodds, and Shpat Morina. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Galois Inc., Joey Dodds, and Shpat Morina or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Dr. Eric Davis walks us through what it means for a data model to be trustworthy, what common pitfalls predictive models run into, reproducibility issues, and what can be done. We chat about how subject area experts are expected to be many things: statisticians, computer scientists, and mathematicians, and how that can sometimes lead to mistakes. We also look at the COVID-19 pandemic and how data models affect decision-making.

https://www.imagwiki.nibib.nih.gov/ https://www.imagwiki.nibib.nih.gov/content/committee-credible-practice-modeling-simulation-healthcare-description https://www.biorxiv.org/content/10.1101/2020.08.07.239855v1 https://www.imagwiki.nibib.nih.gov/content/10-simple-rules-conformance-rubric

You can watch this episode on our Youtube Channel: https://youtube.com/c/BuildingBetterSystemsPodcast

Joey Dodds: https://galois.com/team/joey-dodds/

Shpat Morina: https://galois.com/team/shpat-morina/

Eric Davis: https://galois.com/team/eric-davis/

Galois, Inc.: https://galois.com/

Contact us: podcast@galois.com

  continue reading

22 episodes

Artwork
iconShare
 
Manage episode 290052637 series 2824530
Content provided by Galois Inc., Joey Dodds, and Shpat Morina. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Galois Inc., Joey Dodds, and Shpat Morina or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Dr. Eric Davis walks us through what it means for a data model to be trustworthy, what common pitfalls predictive models run into, reproducibility issues, and what can be done. We chat about how subject area experts are expected to be many things: statisticians, computer scientists, and mathematicians, and how that can sometimes lead to mistakes. We also look at the COVID-19 pandemic and how data models affect decision-making.

https://www.imagwiki.nibib.nih.gov/ https://www.imagwiki.nibib.nih.gov/content/committee-credible-practice-modeling-simulation-healthcare-description https://www.biorxiv.org/content/10.1101/2020.08.07.239855v1 https://www.imagwiki.nibib.nih.gov/content/10-simple-rules-conformance-rubric

You can watch this episode on our Youtube Channel: https://youtube.com/c/BuildingBetterSystemsPodcast

Joey Dodds: https://galois.com/team/joey-dodds/

Shpat Morina: https://galois.com/team/shpat-morina/

Eric Davis: https://galois.com/team/eric-davis/

Galois, Inc.: https://galois.com/

Contact us: podcast@galois.com

  continue reading

22 episodes

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