About the Authors

Shan Liu

shanliu@stanford.edu

Affiliation Department of Management Science and Engineering, Stanford University, Stanford, California, United States of America

Lauren E. Cipriano

Affiliation Department of Management Science and Engineering, Stanford University, Stanford, California, United States of America

Mark Holodniy

Address Current address: AIDS Research Center, Veterans Affairs Palo Alto Health Care System, Palo Alto, California, United States of America

Affiliation Veterans Affairs Palo Alto Health Care System, Palo Alto, California, United States of America

Jeremy D. Goldhaber-Fiebert

Affiliation Stanford Health Policy, Centers for Health Policy and Primary Care and Outcomes Research, Stanford University, Stanford, California, United States of America

Competing Interests

The authors have declared that no competing interests exist.

Author Contributions

Conceived and designed the experiments: SL LEC JDGF. Performed the experiments: SL LEC JDGF. Analyzed the data: SL LEC MH JDGF. Contributed reagents/materials/analysis tools: SL LEC MH JDGF. Wrote the paper: SL LEC MH JDGF.