Corresponding Author: Nancy Beaulieu, PhD, Department of Health Care Policy, Harvard Medical School, 180 Longwood Ave, Boston, MA 02115 (beaulieu@hcp.med.harvard.edu).
Accepted for Publication: December 12, 2022.
Author Contributions: Drs Beaulieu and Cutler had full access to all of the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.
Concept and design: Beaulieu, McWilliams, Chernew, Cutler.
Acquisition, analysis, or interpretation of data: Beaulieu, McWilliams, Landrum, Cutler, Hicks, Dalton, Briskin, Gu, Wu, El Amrani El Idrissi, Machado.
Drafting of the manuscript: Beaulieu, Cutler, Dalton, Gu.
Critical revision of the manuscript for important intellectual content: Beaulieu, McWilliams, Chernew, Landrum, Cutler, Hicks, Briskin, Wu, El Amrani El Idrissi, Machado.
Statistical analysis: Beaulieu, McWilliams, Landrum, Cutler, Hicks, Dalton, Briskin, Gu, Wu, El Amrani El Idrissi, Machado.
Obtained funding: Cutler.
Administrative, technical, or material support: Beaulieu, Cutler, El Amrani El Idrissi.
Supervision: Beaulieu, Cutler.
Conflict of Interest Disclosures: Dr Beaulieu reported receiving grants from Arnold Ventures, Ballad Health, and the Commonwealth Fund. Dr Chernew reported receiving grants from Arnold Ventures, Ballad Health, and the Commonwealth Fund; equity from VBID and Waymark Inc; personal fees from Health at Scale, Virta, National Institute for Health Care Management, MITRE, the Medicare Payment Advisory Commission, and American Medical Association, as well as serving on an advisory board for the Congressional Budget Office and the Medicare Payment Advisory Commission outside the submitted work. Dr McWilliams reported receiving grants from Arnold Ventures and the Commonwealth Fund and personal fees from Abt Associates, Blue Cross Blue Shield of North Carolina, RTI International, Oak Ridge Associated Universities, the ACI Group, Analysis Group, and JAMA Internal Medicine. Dr Cutler reported receiving personal fees from multidistrict litigation with respect to opioids and JUUL and serving as a commissioner of the Health Policy Commission in Massachusetts. No other disclosures were reported.
Funding/Support: This study was supported by a grant from the Agency for Healthcare Research and Quality (AHRQ) U19HS024072).
Role of the Funder/Sponsor: The funder had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.
Disclaimer: The content is solely the responsibility of the authors and does not necessarily represent the official views of the AHRQ.
Additional Contributions: Brian Young, MPH (National Bureau of Economic Research), and Lin Ding, PhD (Department of Health Care Policy, Harvard Medical School), made valuable and critical contributions to creating the Health Systems and Provider Database and conducting analyses for this article. They did not receive separate compensation apart from the AHRQ grant that funded the study.
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