Accepted for Publication: January 3, 2022.
Published: February 24, 2022. doi:10.1001/jamanetworkopen.2022.0354
Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2022 Volandes AE et al. JAMA Network Open.
Corresponding Author: Angelo E. Volandes, MD, MPH, Department of Medicine, Massachusetts General Hospital, 100 Cambridge St, 16th Floor, Boston, MA 02114 (avolandes@partners.org).
Author Contributions: Dr Volandes had full access to all the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis. Drs Tulsky and Lindvall are co–senior authors.
Concept and design: Volandes, Paasche-Orlow, Chang, LaVine, Carney, Martins-Welch, Davis, El-Jawahri, Fix, Garde, Fischer, Singh, Jacome, Tulsky, Lindvall.
Acquisition, analysis, or interpretation of data: Volandes, Zupanc, Lakin, Chang, Burns, LaVine, Carney, Emmert, Itty, Moseley, Gundersen, Yacoub, Schwartz, Gabry-Kalikow, Henault, Burgess, Goldman, Kwok, Singh, Alvarez Suarez, Gromova, Tulsky, Lindvall.
Drafting of the manuscript: Volandes, Zupanc, Chang, Carney, Itty, El-Jawahri, Yacoub, Schwartz, Burgess, Alvarez Suarez, Gromova, Lindvall.
Critical revision of the manuscript for important intellectual content: Volandes, Paasche-Orlow, Lakin, Burns, LaVine, Martins-Welch, Emmert, Moseley, Davis, El-Jawahri, Gundersen, Fix, Gabry-Kalikow, Garde, Fischer, Henault, Goldman, Kwok, Singh, Jacome, Tulsky, Lindvall.
Statistical analysis: Volandes, Chang, Emmert, Burgess, Singh.
Obtained funding: Volandes, Burns, Tulsky.
Administrative, technical, or material support: Volandes, Zupanc, Paasche-Orlow, Lakin, Burns, LaVine, Carney, Emmert, Itty, Moseley, Davis, El-Jawahri, Yacoub, Schwartz, Gabry-Kalikow, Fischer, Henault, Goldman, Kwok, Jacome, Tulsky, Lindvall.
Supervision: Volandes, Burns, Carney, Moseley, Davis, Garde, Tulsky, Lindvall.
Conflict of Interest Disclosures: Dr Volandes reported receiving personal fees from the Nous Foundation (dba ACP Decisions) outside the submitted work. Dr Lakin reported receiving grants from the National Institutes of Health (NIH) during the conduct of the study. Dr Chang reported receiving grants from the NIH during the conduct of the study. Dr Burns reported receiving grants from the NIH during the conduct of the study. Dr Davis reported receiving grants from the Nous Foundation (dba ACP Decisions) and serving as a former employee of Nous Foundation and currently as an unpaid volunteer outside the submitted work. Dr Fischer reported receiving personal fees from VitalTalk during the conduct of the study and outside the submitted work. Dr Tulsky reported receiving grants from the NIH during the conduct of the study. No other disclosures were reported.
Funding/Support: This work is supported within the NIH Health Care Systems Research Collaboratory by the NIH Common Fund through cooperative agreement UG3AG060626 from the National Institute on Aging. Supplemental funding for this work was provided by the NIH Common Fund under award 3UH3AG060626-03S1 from the Office of Strategic Coordination within the Office of the NIH Director. This work also received logistical and technical support from the NIH Collaboratory Coordinating Center through cooperative agreement U24AT009676.
Role of the Funder/Sponsor: The funding sources 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 views presented here are solely the responsibility of the authors and do not necessarily represent the official views of the NIH.
Data Sharing Statement: See Supplement 3.
Additional Contributions: Marcel Salive, MD, MPH, National Institute on Aging, and Jeri Miller, PhD, MS, MSc, National Institute of Nursing Research, provided review and guidance of this trial. They were not compensated for their assistance.
2.Curtis
JR , Kross
EK , Stapleton
RD . The importance of addressing advance care planning and decisions about do-not-resuscitate orders during novel coronavirus 2019 (COVID-19).
JAMA. 2020;323(18):1771-1772. doi:
10.1001/jama.2020.4894
PubMedGoogle Scholar 6.National Academies of Sciences, Engineering, and Medicine. The Challenges and Opportunities of Advance Care Planning: Proceedings of a Workshop. National Academies Press; 2021.
16.McMahan
RD , Tellez
I , Sudore
RL . Deconstructing the complexities of advance care planning outcomes: what do we know and where do we go? a scoping review.
J Am Geriatr Soc. 2021;69(1):234-244. doi:
10.1111/jgs.16801
PubMedGoogle ScholarCrossref 26.Brizzi
K , Zupanc
SN , Udelsman
BV ,
et al. Natural language processing to assess palliative care and end-of-life process measures in patients with breast cancer with leptomeningeal disease.
Am J Hosp Palliat Care. 2020;37(5):371-376. doi:
10.1177/1049909119885585
PubMedGoogle ScholarCrossref 28.Poort
H , Zupanc
SN , Leiter
RE , Wright
AA , Lindvall
C . Documentation of palliative and end-of-life care process measures among young adults who died of cancer: a natural language processing approach.
J Adolesc Young Adult Oncol. 2020;9(1):100-104. doi:
10.1089/jayao.2019.0040
PubMedGoogle ScholarCrossref 29.Udelsman
BV , Lilley
EJ , Qadan
M ,
et al. Deficits in the palliative care process measures in patients with advanced pancreatic cancer undergoing operative and invasive nonoperative palliative procedures.
Ann Surg Oncol. 2019;26(13):4204-4212. doi:
10.1245/s10434-019-07757-2
PubMedGoogle ScholarCrossref 30.Lindvall
C , Lilley
EJ , Zupanc
SN ,
et al. Natural language processing to assess end-of-life quality indicators in cancer patients receiving palliative surgery.
J Palliat Med. 2019;22(2):183-187. doi:
10.1089/jpm.2018.0326
PubMedGoogle ScholarCrossref 31.Lakin
JR , Gundersen
DA , Lindvall
C ,
et al; ACP-PEACE Investigators. A yet unrealized promise: structured advance care planning elements in the electronic health record.
J Palliat Med. 2021;24(8):1221-1225. doi:
10.1089/jpm.2020.0774
PubMedGoogle ScholarCrossref 36.Barrett
M , Coffey
R , Houchens
R , Heslin
K , Moles
E , Coenen
N . Methods applying AHRQ quality indicators to Healthcare Cost and Utilization Project (HCUP) data for the 2017 National Healthcare Quality and Disparities Report (QDR). HCUP Methods Series Report 2018-01. US Agency for Healthcare Research and Quality. May 11, 2018. Accessed October 5, 2021.
http://www.hcup-us.ahrq.gov/reports/methods/methods.jsp