About the Authors

Shan Liu

shanliu@stanford.edu

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

Michaël Schwarzinger

Affiliation Equipe ATIP-AVENIR/UMR-S 738 INSERM, Paris Diderot University, Paris, France

Fabrice Carrat

Affiliation UMR-S 707 INSERM, Pierre et Marie Curie University, Paris, France

Jeremy D. Goldhaber-Fiebert

Affiliation Department of Medicine, Center for Health Policy and Center for 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 MS FC JDG-F. Performed the experiments: SL. Analyzed the data: SL MS JDG-F. Wrote the paper: SL JDG-F.