Spending Analysis of Machine Learning–Based Communication Nudges in Oncology

Author:

Patel Tej A.1ORCID,Heintz Jonathan2ORCID,Chen Jinbo3ORCID,LaPergola Marc4ORCID,Bilker Warren B.3ORCID,Patel Mitesh S.5ORCID,Arya Lily A.14ORCID,Patel Manali I.67ORCID,Bekelman Justin E.89ORCID,Manz Christopher R.10ORCID,Parikh Ravi B.891112ORCID

Affiliation:

1. University of Pennsylvania, Philadelphia

2. Biostatistics Analysis Center, Perelman School of Medicine, University of Pennsylvania Health System, Philadelphia

3. Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia

4. University of Pennsylvania Health System, Philadelphia

5. Ascension Health, St. Louis

6. Stanford University School of Medicine, Stanford, CA

7. Veterans Affairs Palo Alto Health Care System, Palo Alto, CA

8. Division of Health Policy, Perelman School of Medicine, University of Pennsylvania, Philadelphia

9. Penn Center for Cancer Care Innovation, Abramson Cancer Center, University of Pennsylvania, Philadelphia

10. Department of Medical Oncology, Dana-Farber Cancer Institute, Boston

11. Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia

12. Corporal Michael J. Crescenz Veterans Affairs Medical Center, Philadelphia

Publisher

Massachusetts Medical Society

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