Incorporating a location-based socioeconomic index into a de-identified i2b2 clinical data warehouse

Abstract Objective Clinical research data warehouses are largely populated from information extracted from electronic health records (EHRs). While these data provide information about a patient’s medications, laboratory results, diagnoses, and history, her social, economic, and environmental determi...

Full description

Saved in:
Bibliographic Details
Published in:Journal of the American Medical Informatics Association : JAMIA Vol. 26; no. 4; pp. 286 - 293
Main Authors: Gardner, Bret J, Pedersen, Jay G, Campbell, Mary E, McClay, James C
Format: Journal Article
Language:English
Published: England Oxford University Press 01-04-2019
Subjects:
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Abstract Objective Clinical research data warehouses are largely populated from information extracted from electronic health records (EHRs). While these data provide information about a patient’s medications, laboratory results, diagnoses, and history, her social, economic, and environmental determinants of health are also major contributing factors in readmission, morbidity, and mortality and are often absent or unstructured in the EHR. Details about a patient’s socioeconomic status may be found in the U.S. census. To facilitate researching the impacts of socioeconomic status on health outcomes, clinical and socioeconomic data must be linked in a repository in a fashion that supports seamless interrogation of these diverse data elements. This study demonstrates a method for linking clinical and location-based data and querying these data in a de-identified data warehouse using Informatics for Integrating Biology and the Bedside. Materials and Methods Patient data were extracted from the EHR at Nebraska Medicine. Socioeconomic variables originated from the 2011-2015 five-year block group estimates from the American Community Survey. Data querying was performed using Informatics for Integrating Biology and the Bedside. All location-based data were truncated to prevent identification of a location with a population <20 000 individuals. Results We successfully linked location-based and clinical data in a de-identified data warehouse and demonstrated its utility with a sample use case. Discussion With location-based data available for querying, research investigating the impact of socioeconomic context on health outcomes is possible. Efforts to improve geocoding can readily be incorporated into this model. Conclusion This study demonstrates a means for incorporating and querying census data in a de-identified clinical data warehouse.
AbstractList Abstract Objective Clinical research data warehouses are largely populated from information extracted from electronic health records (EHRs). While these data provide information about a patient’s medications, laboratory results, diagnoses, and history, her social, economic, and environmental determinants of health are also major contributing factors in readmission, morbidity, and mortality and are often absent or unstructured in the EHR. Details about a patient’s socioeconomic status may be found in the U.S. census. To facilitate researching the impacts of socioeconomic status on health outcomes, clinical and socioeconomic data must be linked in a repository in a fashion that supports seamless interrogation of these diverse data elements. This study demonstrates a method for linking clinical and location-based data and querying these data in a de-identified data warehouse using Informatics for Integrating Biology and the Bedside. Materials and Methods Patient data were extracted from the EHR at Nebraska Medicine. Socioeconomic variables originated from the 2011-2015 five-year block group estimates from the American Community Survey. Data querying was performed using Informatics for Integrating Biology and the Bedside. All location-based data were truncated to prevent identification of a location with a population <20 000 individuals. Results We successfully linked location-based and clinical data in a de-identified data warehouse and demonstrated its utility with a sample use case. Discussion With location-based data available for querying, research investigating the impact of socioeconomic context on health outcomes is possible. Efforts to improve geocoding can readily be incorporated into this model. Conclusion This study demonstrates a means for incorporating and querying census data in a de-identified clinical data warehouse.
Clinical research data warehouses are largely populated from information extracted from electronic health records (EHRs). While these data provide information about a patient's medications, laboratory results, diagnoses, and history, her social, economic, and environmental determinants of health are also major contributing factors in readmission, morbidity, and mortality and are often absent or unstructured in the EHR. Details about a patient's socioeconomic status may be found in the U.S. census. To facilitate researching the impacts of socioeconomic status on health outcomes, clinical and socioeconomic data must be linked in a repository in a fashion that supports seamless interrogation of these diverse data elements. This study demonstrates a method for linking clinical and location-based data and querying these data in a de-identified data warehouse using Informatics for Integrating Biology and the Bedside. Patient data were extracted from the EHR at Nebraska Medicine. Socioeconomic variables originated from the 2011-2015 five-year block group estimates from the American Community Survey. Data querying was performed using Informatics for Integrating Biology and the Bedside. All location-based data were truncated to prevent identification of a location with a population <20 000 individuals. We successfully linked location-based and clinical data in a de-identified data warehouse and demonstrated its utility with a sample use case. With location-based data available for querying, research investigating the impact of socioeconomic context on health outcomes is possible. Efforts to improve geocoding can readily be incorporated into this model. This study demonstrates a means for incorporating and querying census data in a de-identified clinical data warehouse.
Author Campbell, Mary E
Gardner, Bret J
McClay, James C
Pedersen, Jay G
AuthorAffiliation 2 Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska, USA
1 Department of Emergency Medicine, University of Nebraska Medical Center, Omaha, Nebraska, USA
3 Department of Sociology, Texas A&M University, College Station, Texas, USA
AuthorAffiliation_xml – name: 1 Department of Emergency Medicine, University of Nebraska Medical Center, Omaha, Nebraska, USA
– name: 2 Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska, USA
– name: 3 Department of Sociology, Texas A&M University, College Station, Texas, USA
Author_xml – sequence: 1
  givenname: Bret J
  surname: Gardner
  fullname: Gardner, Bret J
  email: bret.gardner@unmc.edu
  organization: Department of Emergency Medicine, University of Nebraska Medical Center, Omaha, Nebraska, USA
– sequence: 2
  givenname: Jay G
  surname: Pedersen
  fullname: Pedersen, Jay G
  organization: Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska, USA
– sequence: 3
  givenname: Mary E
  surname: Campbell
  fullname: Campbell, Mary E
  organization: Department of Sociology, Texas A&M University, College Station, Texas, USA
– sequence: 4
  givenname: James C
  surname: McClay
  fullname: McClay, James C
  organization: Department of Emergency Medicine, University of Nebraska Medical Center, Omaha, Nebraska, USA
BackLink https://www.ncbi.nlm.nih.gov/pubmed/30715327$$D View this record in MEDLINE/PubMed
BookMark eNp9kMtLw0AQxhep2IfePEtuXozdR3bTXAQpPgoFLwrewmZ20m5JdkOSqv3vjUZLvXiZ-WB-883wjcnAeYeEnDN6zWgiphtdWj31sGMxPyIjJnkcJnH0OjjQQzJumg2lTHEhT8hQ0JhJweMRMQsHvq58rVvrVoEOCg-d9C7MdIMmaDxYj-CdLy0E1hn86GrrO9JgaA261ua2Ay3PeACFdRZ0ERjd6uBd17j22wZPyXGuiwbPfvqEvNzfPc8fw-XTw2J-uwwhYqoNcwDINSYJMB4LECipkgK0QRrlKpFacWUUGDZDI02WSEBOBUaxSdhMznIxITe9b7XNSjTQPVfrIq1qW-p6l3pt078TZ9fpyr-lKqJcUNUZXPUGUPumqTHf7zKafqWdfqed9ml3-MXhvT38G28HXPaA31b_W30CQF-PtA
CitedBy_id crossref_primary_10_1038_s41393_023_00938_7
crossref_primary_10_1097_MLR_0000000000001929
crossref_primary_10_1080_17538157_2021_1929999
crossref_primary_10_2196_17687
crossref_primary_10_1001_jamanetworkopen_2020_17109
crossref_primary_10_1097_MLR_0000000000002017
Cites_doi 10.1136/jech.57.3.186
10.2105/AJPH.93.7.1137
10.1007/s11524-006-9094-x
10.1097/01.EDE.0000073121.63254.c5
10.1377/hlthaff.2015.0992
10.1016/S1353-8292(99)00004-0
10.1136/amiajnl-2014-002756
10.1001/jama.2010.1112
10.1111/j.1475-6773.2012.01449.x
10.1093/epirev/mxp001
10.1016/j.sste.2012.02.002
10.1197/jamia.M3191
10.7205/MILMED-D-03-9708
10.2105/AJPH.91.7.1114
10.1093/ajcn/87.6.1883
10.2105/AJPH.2013.301420
10.2307/2676393
10.1136/amiajnl-2014-002864
10.1377/hlthaff.2011.0640
10.1016/j.amepre.2017.10.004
10.1136/jech.2008.084814
10.1371/journal.pone.0055811
10.1542/hpeds.2017-0032
10.1016/j.healthplace.2005.08.006
10.1186/1476-072X-4-29
10.1093/jamia/ocv088
10.1089/heq.2017.0005
10.1093/oxfordjournals.aje.a009191
10.1136/amiajnl-2014-002747
10.1038/sj.jea.7500173
10.1016/j.compenvurbsys.2007.11.006
10.1001/jama.295.10.1127
10.1289/ehp.1206016
10.1111/j.1540-6237.2009.00651.x
10.1186/1476-072X-2-10
10.1093/jamiaopen/ooy025
10.1146/annurev-publhealth-031210-101218
10.2105/AJPH.2007.131854
10.1136/jamia.2009.000893
ContentType Journal Article
Copyright The Author(s) 2019. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com 2019
The Author(s) 2019. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com.
Copyright_xml – notice: The Author(s) 2019. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com 2019
– notice: The Author(s) 2019. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com.
DBID CGR
CUY
CVF
ECM
EIF
NPM
AAYXX
CITATION
5PM
DOI 10.1093/jamia/ocy172
DatabaseName Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
CrossRef
PubMed Central (Full Participant titles)
DatabaseTitle MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
CrossRef
DatabaseTitleList
MEDLINE
Database_xml – sequence: 1
  dbid: ECM
  name: MEDLINE
  url: https://search.ebscohost.com/login.aspx?direct=true&db=cmedm&site=ehost-live
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
EISSN 1527-974X
EndPage 293
ExternalDocumentID 10_1093_jamia_ocy172
30715327
10.1093/jamia/ocy172
Genre Research Support, Non-U.S. Gov't
Journal Article
Research Support, N.I.H., Extramural
GeographicLocations United States
Nebraska
GeographicLocations_xml – name: Nebraska
– name: United States
GrantInformation_xml – fundername: Patient-Centered Outcomes Research Institute Program
– fundername: National Institute of General Medical Sciences
  grantid: 1U54GM115458-01
  funderid: 10.13039/100000057
– fundername: CDRN-1306-04631
– fundername: NIGMS NIH HHS
  grantid: U54 GM115458
– fundername: ; ; ;
  grantid: 1U54GM115458-01
– fundername: ; ;
GroupedDBID ---
--K
.DC
.GJ
0R~
18M
1B1
1TH
29L
2WC
3V.
4.4
48X
53G
5GY
5RE
5WD
6PF
7RV
7X7
7~T
88E
88I
8AF
8AO
8FE
8FG
8FI
8FJ
8FW
AABZA
AACZT
AAEDT
AAJQQ
AALRI
AAMVS
AAOGV
AAPGJ
AAPQZ
AAPXW
AARHZ
AASNB
AAUAY
AAUQX
AAVAP
AAWDT
AAWTL
AAXUO
ABEUO
ABIXL
ABJNI
ABNHQ
ABOCM
ABPTD
ABQLI
ABQNK
ABSAR
ABSMQ
ABUWG
ABWST
ABXVV
ACFRR
ACGFO
ACGFS
ACGOD
ACHQT
ACUFI
ACUTJ
ACYHN
ACZBC
ADBBV
ADGZP
ADHKW
ADHZD
ADIPN
ADJOM
ADJQC
ADMUD
ADQBN
ADRIX
ADRTK
ADVEK
ADYVW
AEGPL
AEJOX
AEKSI
AEMDU
AENEX
AENZO
AEPUE
AETBJ
AEWNT
AFFZL
AFIYH
AFKRA
AFOFC
AFXEN
AFYAG
AGINJ
AGKRT
AGMDO
AGQXC
AGSYK
AGUTN
AHMBA
AJEEA
ALIPV
ALMA_UNASSIGNED_HOLDINGS
ALUQC
APIBT
APJGH
AQDSO
AQKUS
AQUVI
ARAPS
ATGXG
AVNTJ
AVWKF
AXUDD
AYCSE
AZQEC
BAWUL
BAYMD
BCRHZ
BENPR
BEYMZ
BGLVJ
BHONS
BKEYQ
BPHCQ
BTRTY
BVRKM
BVXVI
BZKNY
C1A
C45
CCPQU
CDBKE
CS3
DAKXR
DIK
DILTD
DU5
DWQXO
E3Z
EBD
EBS
EIHJH
EJD
EMOBN
ENERS
EO8
EX3
F5P
FDB
FECEO
FLUFQ
FOEOM
FOTVD
FQBLK
FYUFA
G-Q
GAUVT
GJXCC
GNUQQ
GX1
H13
HAR
HCIFZ
HMCUK
IH2
IHE
J21
K6V
K7-
KBUDW
KOP
KSI
KSN
LSO
M0N
M0T
M1P
M2P
M2Q
M41
MBLQV
MHKGH
NAPCQ
NOMLY
NOYVH
NQ-
NVLIB
O9-
OAUYM
OAWHX
OCZFY
ODMLO
OJQWA
OJZSN
OK1
OPAEJ
OVD
OWPYF
P2P
P62
PAFKI
PCD
PEELM
PQQKQ
PROAC
PSQYO
Q5Y
R53
RIG
ROL
ROX
ROZ
RPM
RPZ
RUSNO
RWL
RXO
S0X
SSZ
SV3
TAE
TEORI
TJX
TMA
UKHRP
WOQ
WOW
YAYTL
YHZ
YKOAZ
YXANX
ZGI
~S-
CGR
CUY
CVF
ECM
EIF
NPM
AAYXX
ABEJV
CITATION
5PM
ID FETCH-LOGICAL-c416t-fcccfae99c1273c3e50653cade04f695a626d6cd18ed5db95ce203e47d91858f3
IEDL.DBID RPM
ISSN 1527-974X
1067-5027
IngestDate Tue Sep 17 21:25:28 EDT 2024
Thu Nov 21 21:27:07 EST 2024
Wed Oct 16 00:46:39 EDT 2024
Wed Aug 28 03:19:25 EDT 2024
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 4
Keywords i2b2
social determinants of health
American Community Survey (ACS)
socioeconomic status
census
Language English
License This article is published and distributed under the terms of the Oxford University Press, Standard Journals Publication Model (https://academic.oup.com/journals/pages/open_access/funder_policies/chorus/standard_publication_model)
The Author(s) 2019. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c416t-fcccfae99c1273c3e50653cade04f695a626d6cd18ed5db95ce203e47d91858f3
OpenAccessLink https://europepmc.org/articles/pmc6402306?pdf=render
PMID 30715327
PageCount 8
ParticipantIDs pubmedcentral_primary_oai_pubmedcentral_nih_gov_6402306
crossref_primary_10_1093_jamia_ocy172
pubmed_primary_30715327
oup_primary_10_1093_jamia_ocy172
PublicationCentury 2000
PublicationDate 2019-04-01
PublicationDateYYYYMMDD 2019-04-01
PublicationDate_xml – month: 04
  year: 2019
  text: 2019-04-01
  day: 01
PublicationDecade 2010
PublicationPlace England
PublicationPlace_xml – name: England
PublicationTitle Journal of the American Medical Informatics Association : JAMIA
PublicationTitleAlternate J Am Med Inform Assoc
PublicationYear 2019
Publisher Oxford University Press
Publisher_xml – name: Oxford University Press
References LaVeist (2020110613061835900_ocy172-B9) 2011; 30
Zandbergen (2020110613061835900_ocy172-B24) 2008; 32
Zimmerman (2020110613061835900_ocy172-B37) 2007
Casey (2020110613061835900_ocy172-B7) 2018; 54
2020110613061835900_ocy172-B49
Dearwent (2020110613061835900_ocy172-B41) 2001; 11
Braveman (2020110613061835900_ocy172-B47) 2011; 32
Adler-Milstein (2020110613061835900_ocy172-B4) 2015; 34
White (2020110613061835900_ocy172-B16) 2006; 16
Hsiao (2020110613061835900_ocy172-B1) 2014; 143
Kandula (2020110613061835900_ocy172-B14) 2009; 99
Dubowitz (2020110613061835900_ocy172-B44) 2008; 87
Bird (2020110613061835900_ocy172-B5) 2010; 64
Lemke (2020110613061835900_ocy172-B25) 2015; 77
Bazemore (2020110613061835900_ocy172-B18) 2016; 23
Diez-Roux (2020110613061835900_ocy172-B11) 1997; 146
Krieger (2020110613061835900_ocy172-B40) 2001; 91
Weber (2020110613061835900_ocy172-B28) 2009; 16
(2020110613061835900_ocy172-B29) ://..////2016-----508.
Kramer (2020110613061835900_ocy172-B13) 2009; 31
Tang (2020110613061835900_ocy172-B27) 2010; 304
Murphy (2020110613061835900_ocy172-B30) 2010; 17
Holl (2020110613061835900_ocy172-B31) 2009; 3
Oliver (2020110613061835900_ocy172-B39) 2005; 4
Waitman (2020110613061835900_ocy172-B20) 2014; 21
Charles (2020110613061835900_ocy172-B3) ://../////16.
Bonner (2020110613061835900_ocy172-B42) 2003; 14
Kravets (2020110613061835900_ocy172-B43) 2007; 13
Knighton (2020110613061835900_ocy172-B46) 2018; 2
Hart (2020110613061835900_ocy172-B32)
Collins (2020110613061835900_ocy172-B21) 2014; 21
Fleurence (2020110613061835900_ocy172-B22) 2014; 21
Gaskin (2020110613061835900_ocy172-B10) 2014; 104
Jacquez (2020110613061835900_ocy172-B23) 2012; 3
Hufnagel (2020110613061835900_ocy172-B2) 2009; 174 (Suppl 5)
LeClere (2020110613061835900_ocy172-B12) 1998; 39
Gregorio (2020110613061835900_ocy172-B38) 1999; 5
Brokamp (2020110613061835900_ocy172-B19) 2017
Dominici (2020110613061835900_ocy172-B17) 2006; 295
Cromartie (2020110613061835900_ocy172-B33)
Singh (2020110613061835900_ocy172-B50) 2003; 93
Knighton (2020110613061835900_ocy172-B45) 2016; 4
Nkoy (2020110613061835900_ocy172-B8) 2018
Jacquemin (2020110613061835900_ocy172-B26) 2013; 121
Messer (2020110613061835900_ocy172-B34) 2006; 83
Butler (2020110613061835900_ocy172-B51) 2013; 48
McMurry (2020110613061835900_ocy172-B48) 2013; 8
Krieger (2020110613061835900_ocy172-B35) 2003; 57
Kimbro (2020110613061835900_ocy172-B15) 2009; 90
Estiri (2020110613061835900_ocy172-B6) 2018; 1
Cayo (2020110613061835900_ocy172-B36) 2003; 2
References_xml – year: ://..////2016-----508.
  ident: 2020110613061835900_ocy172-B29
– volume: 57
  start-page: 186
  issue: 3
  year: 2003
  ident: 2020110613061835900_ocy172-B35
  article-title: Choosing area based socioeconomic measures to monitor social inequalities in low birth weight and childhood lead poisoning: the Public Health Disparities Geocoding Project (US)
  publication-title: J Epidemiol Community Health
  doi: 10.1136/jech.57.3.186
  contributor:
    fullname: Krieger
– year: 2017
  ident: 2020110613061835900_ocy172-B19
  article-title: Decentralized and reproducible geocoding and characterization of community and environmental exposures for multisite studies
  publication-title: J Am Med Inform Assoc
  contributor:
    fullname: Brokamp
– volume: 93
  start-page: 1137
  issue: 7
  year: 2003
  ident: 2020110613061835900_ocy172-B50
  article-title: Area deprivation and widening inequalities in US mortality, 1969-1998
  publication-title: Am J Public Health
  doi: 10.2105/AJPH.93.7.1137
  contributor:
    fullname: Singh
– volume: 83
  start-page: 1041
  issue: 6
  year: 2006
  ident: 2020110613061835900_ocy172-B34
  article-title: The development of a standardized neighborhood deprivation index
  publication-title: J Urban Health
  doi: 10.1007/s11524-006-9094-x
  contributor:
    fullname: Messer
– ident: 2020110613061835900_ocy172-B32
  contributor:
    fullname: Hart
– volume: 14
  start-page: 408
  issue: 4
  year: 2003
  ident: 2020110613061835900_ocy172-B42
  article-title: Positional accuracy of geocoded addresses in epidemiologic research
  publication-title: Epidemiology
  doi: 10.1097/01.EDE.0000073121.63254.c5
  contributor:
    fullname: Bonner
– volume: 34
  start-page: 2174
  issue: 12
  year: 2015
  ident: 2020110613061835900_ocy172-B4
  article-title: Electronic health record adoption in US hospitals: progress continues, but challenges persist
  publication-title: Health Aff
  doi: 10.1377/hlthaff.2015.0992
  contributor:
    fullname: Adler-Milstein
– ident: 2020110613061835900_ocy172-B49
– volume: 16
  start-page: 900
  year: 2006
  ident: 2020110613061835900_ocy172-B16
  article-title: Racial/ethnic neighborhood concentration and self-reported health in New York City
  publication-title: Ethn Dis
  contributor:
    fullname: White
– volume: 5
  start-page: 173
  issue: 2
  year: 1999
  ident: 2020110613061835900_ocy172-B38
  article-title: Subject loss in spatial analysis of breast cancer
  publication-title: Health Place
  doi: 10.1016/S1353-8292(99)00004-0
  contributor:
    fullname: Gregorio
– volume: 21
  start-page: 637
  issue: 4
  year: 2014
  ident: 2020110613061835900_ocy172-B20
  article-title: The Greater Plains Collaborative: a PCORnet clinical research data network
  publication-title: J Am Med Inform Assoc
  doi: 10.1136/amiajnl-2014-002756
  contributor:
    fullname: Waitman
– volume: 304
  start-page: 664
  issue: 6
  year: 2010
  ident: 2020110613061835900_ocy172-B27
  article-title: Trends and characteristics of US emergency department visits, 1997-2007
  publication-title: JAMA
  doi: 10.1001/jama.2010.1112
  contributor:
    fullname: Tang
– volume: 48
  start-page: 539
  issue: 2 Pt 1
  year: 2013
  ident: 2020110613061835900_ocy172-B51
  article-title: Measures of social deprivation that predict health care access and need within a rational area of primary care service delivery
  publication-title: Health Serv Res
  doi: 10.1111/j.1475-6773.2012.01449.x
  contributor:
    fullname: Butler
– volume: 31
  start-page: 178
  year: 2009
  ident: 2020110613061835900_ocy172-B13
  article-title: Is segregation bad for your health?
  publication-title: Epidemiol Rev
  doi: 10.1093/epirev/mxp001
  contributor:
    fullname: Kramer
– volume: 3
  start-page: 7
  issue: 1
  year: 2012
  ident: 2020110613061835900_ocy172-B23
  article-title: A research agenda: does geocoding positional error matter in health GIS studies?
  publication-title: Spat Spatiotemporal Epidemiol
  doi: 10.1016/j.sste.2012.02.002
  contributor:
    fullname: Jacquez
– volume: 16
  start-page: 624
  issue: 5
  year: 2009
  ident: 2020110613061835900_ocy172-B28
  article-title: The Shared Health Research Information Network (SHRINE): a prototype federated query tool for clinical data repositories
  publication-title: J Am Med Inform Assoc
  doi: 10.1197/jamia.M3191
  contributor:
    fullname: Weber
– volume: 174 (Suppl 5)
  start-page: 35
  year: 2009
  ident: 2020110613061835900_ocy172-B2
  article-title: National electronic health record interoperability chronology
  publication-title: Mil Med
  doi: 10.7205/MILMED-D-03-9708
  contributor:
    fullname: Hufnagel
– volume: 91
  start-page: 1114
  issue: 7
  year: 2001
  ident: 2020110613061835900_ocy172-B40
  article-title: On the wrong side of the tracts? Evaluating the accuracy of geocoding in public health research
  publication-title: Am J Public Health
  doi: 10.2105/AJPH.91.7.1114
  contributor:
    fullname: Krieger
– volume: 87
  start-page: 1883
  issue: 6
  year: 2008
  ident: 2020110613061835900_ocy172-B44
  article-title: Neighborhood socioeconomic status and fruit and vegetable intake among whites, blacks, and Mexican Americans in the United States
  publication-title: Am J Clin Nutr
  doi: 10.1093/ajcn/87.6.1883
  contributor:
    fullname: Dubowitz
– volume: 104
  start-page: 2147
  issue: 11
  year: 2014
  ident: 2020110613061835900_ocy172-B10
  article-title: Disparities in diabetes: the nexus of race, poverty, and place
  publication-title: Am J Public Health
  doi: 10.2105/AJPH.2013.301420
  contributor:
    fullname: Gaskin
– volume-title: Geocoding Health Data: The Use of Geographic Codes in Cancer Prevention and Control, Research and Practice
  year: 2007
  ident: 2020110613061835900_ocy172-B37
  contributor:
    fullname: Zimmerman
– volume: 39
  start-page: 91
  issue: 2
  year: 1998
  ident: 2020110613061835900_ocy172-B12
  article-title: Neighborhood social context and racial differences in women’s heart disease mortality
  publication-title: J Health Soc Behav
  doi: 10.2307/2676393
  contributor:
    fullname: LeClere
– volume: 21
  start-page: 576
  issue: 4
  year: 2014
  ident: 2020110613061835900_ocy172-B21
  article-title: PCORnet: turning a dream into reality
  publication-title: J Am Med Inform Assoc
  doi: 10.1136/amiajnl-2014-002864
  contributor:
    fullname: Collins
– volume: 30
  start-page: 1880
  issue: 10
  year: 2011
  ident: 2020110613061835900_ocy172-B9
  article-title: Place, not race: disparities dissipate in southwest Baltimore when blacks and whites live under similar conditions
  publication-title: Health Aff
  doi: 10.1377/hlthaff.2011.0640
  contributor:
    fullname: LaVeist
– volume: 3
  start-page: 34
  year: 2009
  ident: 2020110613061835900_ocy172-B31
  article-title: PostGIS
  publication-title: GeoInformatics
  contributor:
    fullname: Holl
– volume: 54
  start-page: 430
  issue: 3
  year: 2018
  ident: 2020110613061835900_ocy172-B7
  article-title: Measures of SES for electronic health record-based research
  publication-title: Am J Prev Med
  doi: 10.1016/j.amepre.2017.10.004
  contributor:
    fullname: Casey
– volume: 64
  start-page: 860
  issue: 10
  year: 2010
  ident: 2020110613061835900_ocy172-B5
  article-title: Neighbourhood socioeconomic status and biological ‘wear and tear’ in a nationally representative sample of US adults
  publication-title: J Epidemiol Community Health
  doi: 10.1136/jech.2008.084814
  contributor:
    fullname: Bird
– volume: 8
  start-page: e55811
  issue: 3
  year: 2013
  ident: 2020110613061835900_ocy172-B48
  article-title: SHRINE: enabling nationally scalable multi-site disease studies
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0055811
  contributor:
    fullname: McMurry
– year: 2018
  ident: 2020110613061835900_ocy172-B8
  article-title: Neighborhood deprivation and childhood asthma outcomes, accounting for insurance coverage
  publication-title: Hosp Pediatr
  doi: 10.1542/hpeds.2017-0032
  contributor:
    fullname: Nkoy
– volume: 143
  start-page: 1
  year: 2014
  ident: 2020110613061835900_ocy172-B1
  article-title: Use and characteristics of electronic health record systems among office-based physician practices: United States, 2001-2013
  publication-title: NCHS Data Brief
  contributor:
    fullname: Hsiao
– volume: 13
  start-page: 293
  issue: 1
  year: 2007
  ident: 2020110613061835900_ocy172-B43
  article-title: The accuracy of address coding and the effects of coding errors
  publication-title: Health Place
  doi: 10.1016/j.healthplace.2005.08.006
  contributor:
    fullname: Kravets
– volume: 4
  start-page: 29.
  issue: 1
  year: 2005
  ident: 2020110613061835900_ocy172-B39
  article-title: Geographic bias related to geocoding in epidemiologic studies
  publication-title: Int J Health Geogr
  doi: 10.1186/1476-072X-4-29
  contributor:
    fullname: Oliver
– volume: 23
  start-page: 407
  issue: 2
  year: 2016
  ident: 2020110613061835900_ocy172-B18
  article-title: Community vital signs”: incorporating geocoded social determinants into electronic records to promote patient and population health
  publication-title: J Am Med Inform Assoc
  doi: 10.1093/jamia/ocv088
  contributor:
    fullname: Bazemore
– volume: 2
  start-page: 62
  issue: 1
  year: 2018
  ident: 2020110613061835900_ocy172-B46
  article-title: Is a patient’s current address of record a reasonable measure of neighborhood deprivation exposure? A case for the use of point in time measures of residence in clinical care
  publication-title: Health Equity
  doi: 10.1089/heq.2017.0005
  contributor:
    fullname: Knighton
– volume: 146
  start-page: 48
  issue: 1
  year: 1997
  ident: 2020110613061835900_ocy172-B11
  article-title: Neighborhood environments and coronary heart disease: a multilevel analysis
  publication-title: Am J Epidemiol
  doi: 10.1093/oxfordjournals.aje.a009191
  contributor:
    fullname: Diez-Roux
– year: ://../////16.
  ident: 2020110613061835900_ocy172-B3
  contributor:
    fullname: Charles
– volume: 21
  start-page: 578
  issue: 4
  year: 2014
  ident: 2020110613061835900_ocy172-B22
  article-title: Launching PCORnet, a national patient-centered clinical research network
  publication-title: J Am Med Inform Assoc
  doi: 10.1136/amiajnl-2014-002747
  contributor:
    fullname: Fleurence
– volume: 11
  start-page: 329–34.
  issue: 4
  year: 2001
  ident: 2020110613061835900_ocy172-B41
  article-title: Locational uncertainty in georeferencing public health datasets
  publication-title: J Expo Sci Environ Epidemiol
  doi: 10.1038/sj.jea.7500173
  contributor:
    fullname: Dearwent
– volume: 32
  start-page: 214
  issue: 3
  year: 2008
  ident: 2020110613061835900_ocy172-B24
  article-title: A comparison of address point, parcel and street geocoding techniques
  publication-title: Comput Environ Urban Syst
  doi: 10.1016/j.compenvurbsys.2007.11.006
  contributor:
    fullname: Zandbergen
– volume: 77
  start-page: e160
  year: 2015
  ident: 2020110613061835900_ocy172-B25
  article-title: Who hits the mark? A comparative study of the free geocoding services of google and openstreetmap
  publication-title: Gesundheitswesen
  contributor:
    fullname: Lemke
– volume: 295
  start-page: 1127
  issue: 10
  year: 2006
  ident: 2020110613061835900_ocy172-B17
  article-title: Fine particulate air pollution and hospital admission for cardiovascular and respiratory diseases
  publication-title: JAMA
  doi: 10.1001/jama.295.10.1127
  contributor:
    fullname: Dominici
– volume: 4
  start-page: 1238
  year: 2016
  ident: 2020110613061835900_ocy172-B45
  article-title: Introduction of an area deprivation index measuring patient socioeconomic status in an integrated health system: implications for population health
  publication-title: EGEMS (Wash DC)
  contributor:
    fullname: Knighton
– volume: 121
  start-page: 1054
  issue: 9
  year: 2013
  ident: 2020110613061835900_ocy172-B26
  article-title: Impact of geocoding methods on associations between long-term exposure to urban air pollution and lung function
  publication-title: Environ Health Perspect
  doi: 10.1289/ehp.1206016
  contributor:
    fullname: Jacquemin
– volume: 90
  start-page: 1145
  issue: 5
  year: 2009
  ident: 2020110613061835900_ocy172-B15
  article-title: Acculturation in context: gender, age at migration, neighborhood ethnicity, and health behaviors
  publication-title: Soc Sci Q
  doi: 10.1111/j.1540-6237.2009.00651.x
  contributor:
    fullname: Kimbro
– volume: 2
  start-page: 10.
  issue: 1
  year: 2003
  ident: 2020110613061835900_ocy172-B36
  article-title: Positional error in automated geocoding of residential addresses
  publication-title: Int J Health Geogr
  doi: 10.1186/1476-072X-2-10
  contributor:
    fullname: Cayo
– volume: 1
  start-page: 3
  issue: 1
  year: 2018
  ident: 2020110613061835900_ocy172-B6
  article-title: Informatics can help providers incorporate context into care
  publication-title: JAMIA Open
  doi: 10.1093/jamiaopen/ooy025
  contributor:
    fullname: Estiri
– volume: 32
  start-page: 381
  year: 2011
  ident: 2020110613061835900_ocy172-B47
  article-title: The social determinants of health: coming of age
  publication-title: Annu Rev Public Health
  doi: 10.1146/annurev-publhealth-031210-101218
  contributor:
    fullname: Braveman
– ident: 2020110613061835900_ocy172-B33
  contributor:
    fullname: Cromartie
– volume: 99
  start-page: 885
  year: 2009
  ident: 2020110613061835900_ocy172-B14
  article-title: Association between neighborhood context and smoking prevalence among Asian Americans
  publication-title: Am J Public Health
  doi: 10.2105/AJPH.2007.131854
  contributor:
    fullname: Kandula
– volume: 17
  start-page: 124
  issue: 2
  year: 2010
  ident: 2020110613061835900_ocy172-B30
  article-title: Serving the enterprise and beyond with informatics for integrating biology and the bedside (i2b2)
  publication-title: J Am Med Inform Assoc
  doi: 10.1136/jamia.2009.000893
  contributor:
    fullname: Murphy
SSID ssj0016235
Score 2.373368
Snippet Abstract Objective Clinical research data warehouses are largely populated from information extracted from electronic health records (EHRs). While these data...
Clinical research data warehouses are largely populated from information extracted from electronic health records (EHRs). While these data provide information...
SourceID pubmedcentral
crossref
pubmed
oup
SourceType Open Access Repository
Aggregation Database
Index Database
Publisher
StartPage 286
SubjectTerms Adolescent
Adult
Aged
Aged, 80 and over
Censuses
Child
Child, Preschool
Data Anonymization
Data Warehousing
Electronic Health Records
Emergency Service, Hospital - statistics & numerical data
Female
Geographic Information Systems
Geographic Mapping
Humans
Infant
Infant, Newborn
Logistic Models
Male
Middle Aged
Nebraska
Research and Applications
Social Class
Social Determinants of Health
Socioeconomic Factors
United States
Young Adult
Title Incorporating a location-based socioeconomic index into a de-identified i2b2 clinical data warehouse
URI https://www.ncbi.nlm.nih.gov/pubmed/30715327
https://pubmed.ncbi.nlm.nih.gov/PMC6402306
Volume 26
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8NAEB5shdKL-LY-yh70mL6STbLHWlv0UBHU0ltIZjc0YJPSB-K_d3aTlPYkeMklEwgzk3wzzDffAtyrroo6TuRbvm17lhNTDRdy4VsSXYJ_IaWQ5hDbd-916j8NtUwOL3dhDGkfo6SVfs1baTIz3MrFHNslT6z9Nh64jqmc2xWoUG1YtujF6IDwnJsRJ_0BODVdBdudOnctNZSE7Qx_CLXrUKP0pu9dnyezA0n5mtsWjfaZkjvQMzqGo6JmZP383U7gQKWnUBsXU_EzkC9ajNIIEhMQsZBpgNIOtzRGSaYDkKliA5kZfUS6rjOylMpKZE4YIsOkF_VYuSvJNHmUfYdLNcs2K3UOn6Phx-DZKk5PsJC8vLZiRIxDJQR2qURBW3EtQ6tJ9x0ndgUPqZWRLsqurySXkeCoeh1bOZ4UhOF-bF9ANc1SdQWMjCmiwo876DkOUtfsos9NcYWxxLABD6UDg0UukhHkw207MD4Pcp83gJF3_zC5zD2-tSqj1ABvLxZbAy2QvX-H8sYIZRd5cv3vJ2-gTgWSyJk6t1BdLzfqDioruWnCYf9xOpk0TfL9AqCB4Po
link.rule.ids 230,315,729,782,786,887,27933,27934,53800,53802
linkProvider National Library of Medicine
linkToHtml http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8NAEB60gvbi-1Gfe9BjTNpkk-xRfGCxLYIK3kIyu6EBm5Q-EP-9s5uktCfBSy6ZQMi3m2-G-eZbgGvVVonjJaEVum5geSnlcDEXoSXRJ_oXUgppDrF9Cwaf4cOjtsnh9SyMEe1jkt3mX6PbPBsabeV4hHatE7Nf-_e-ZzJnex02aL86Tl2kV80DYnRumpz0D-BUdlV6d6rdtdlQFtsF_hBvN2GTFjjteH2izBIplYNuCz5a1Uoukc_Tzj9fexe2q2yT3ZW392BN5fuw2a_66Qcgu9rG0lgZE4WxmGlq01BZmt0k09AVqppdZsZZka6zgiKlsjJZSo0oMOskHVZPWTItO2Xf8UQNi_lUHcLH0-P7_bNVnbtgIeEzs1JETGMlBLYpuUFXcW1gq-X6jpf6gsdUBEkfZTtUkstEcFQdx1VeIAWxf5i6R9DIi1ydAKNgWgsiTB0MPA-p3vYx5CYtw1Ri3IKb-sNH49JeIyrb4m5ksIpKrFrACJU_Qo5LpBZRNbotCFYwXARoa-3VOwSdsdiuoDr995NXsPX83u9Fve7g5QyalGaJUu9zDo3ZZK4uYH0q55dm4f4Cy8P0zQ
linkToPdf http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LS8NAEB5sheLF96M-96DHmDTvPYq1KNpSUMFbSGY3NGCT0gfiv3d2k5T2JOgll0wg5NvNN8N8-w3AtezIxHKT0AgdJzDclHK42OOhIdAn-udCcKGH2L4Gg4-w-6BscpajvrRoH5PsNv8c3-bZSGsrJ2M0a52YOezf-67OnM2JSM0GbNKetey6UK8aCMTqnm500n_Ao9Kr0rxT_a4Mh7LYLPCbuHsLWrTIaderqTIrxFQedlty0rpecoWAejv_ePVd2K6yTnZXhuzBhsz3odWv-uoHIJ6UnaW2NCYqYzFTFKcgMxTLCaYgLGR1hplph0W6zguKFNLIRCk5osDMTmxWn7ZkSn7KvuKpHBWLmTyE997D2_2jUc1fMJBwmhspIqax5Bw7lOSgIz1lZKtk-5ab-tyLqRgSPopOKIUnEu6htC1HuoHglAWEqXMEzbzI5QkwCqY1wcPUwsB1kepuH0NPp2eYCozbcFN__GhS2mxEZXvciTReUYlXGxgh80vIcYnWMqpGuA3BGo7LAGWxvX6H4NNW2xVcp39-8gpaw24venkaPJ_BFmVbvJT9nENzPl3IC2jMxOJSr90fdt33TQ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Incorporating+a+location-based+socioeconomic+index+into+a+de-identified+i2b2+clinical+data+warehouse&rft.jtitle=Journal+of+the+American+Medical+Informatics+Association+%3A+JAMIA&rft.au=Gardner%2C+Bret+J&rft.au=Pedersen%2C+Jay+G&rft.au=Campbell%2C+Mary+E&rft.au=McClay%2C+James+C&rft.date=2019-04-01&rft.pub=Oxford+University+Press&rft.eissn=1527-974X&rft.volume=26&rft.issue=4&rft.spage=286&rft.epage=293&rft_id=info:doi/10.1093%2Fjamia%2Focy172&rft.externalDocID=10.1093%2Fjamia%2Focy172
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1527-974X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1527-974X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1527-974X&client=summon