Use of secondary clinical data for research related to diabetes self-management education

Diabetes self-management education (DSME) is a key component of ensuring optimal diabetes outcomes. Electronic medical record (EMR) systems have transformed diabetes management by providing organized and useful data. However, important gaps remain in the process of how practice settings track referr...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Research in social and administrative pharmacy 2017-05, Vol.13 (3), p.494-502
Hauptverfasser: Azam, Laila S., Jackson, Tourette A., Knudson, Paul E., Meurer, John R., Tarima, Sergey S.
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 502
container_issue 3
container_start_page 494
container_title Research in social and administrative pharmacy
container_volume 13
creator Azam, Laila S.
Jackson, Tourette A.
Knudson, Paul E.
Meurer, John R.
Tarima, Sergey S.
description Diabetes self-management education (DSME) is a key component of ensuring optimal diabetes outcomes. Electronic medical record (EMR) systems have transformed diabetes management by providing organized and useful data. However, important gaps remain in the process of how practice settings track referrals and attendance to DSME. The purpose of this study was to use EMR data to examine patients' demographic, behavioral, and diabetes risk factors by referral pattern to a DSME program in a large midwestern Academic Medical Center. A retrospective cross-sectional design using 2006–2013 EMR data from a Clinical Research Data Warehouse (CRDW). Data on 10,000 patients with type 2 diabetes mellitus (T2DM) were randomly extracted from the CRDW for analysis. Multiple logistic regression analysis was employed to explore adjusted associations with referral to DSME. Seven hundred forty patients with T2DM were referred to DSME. Results show that age at diagnosis, insurance status, race/ethnicity, language, alcohol use, use of insulin, HbA1c, LDL, systolic blood pressure, ophthalmology appointment, coronary artery disease, neuropathy, diabetic-retinopathy, and nephropathy were found to be factors significantly associated with a referral to DSME. Language emerged as a significant result; non-English speakers were more likely to receive a referral to DSME. Patients referred for DSME had appropriate medical complications or social needs that would benefit from intensive education; however, there remains a considerable opportunity for improving the DSME referral process. Aspects of the physician decision-making process to refer or not refer patients to DSME warrant further investigation.
doi_str_mv 10.1016/j.sapharm.2016.07.002
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_1859725783</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S1551741116302121</els_id><sourcerecordid>1859725783</sourcerecordid><originalsourceid>FETCH-LOGICAL-c365t-808ea3578717afe4e0247cf0134ada6add84b3264284ec8514330e7b66d9685c3</originalsourceid><addsrcrecordid>eNqFkE9r3DAQxUVp6OZPP0KCjrnYlSzJ0p5KWNI2EOglOfQkZqVxo8W2tpIc6LePlt302tPMwHvzeD9CrjlrOeP9l12bYf8CaWq7erZMt4x1H8g5XwvZGK7Yx7orxRstOV-Ri5x3jAnNuPxEVp1WWmvRn5NfzxlpHGhGF2cP6S91Y5iDg5F6KECHmGjCjJDcS11GKOhpidQH2GLBXI3j0Ewww2-ccC4U_eKghDhfkbMBxoyfT_OSPH-7f9r8aB5_fn_Y3D02TvSqNIYZBKG00VzDgBJZJ7UbGBcSPPTgvZFb0fWyMxKdUVwKwVBv-96ve6OcuCS3x7_7FP8smIudQnY4jjBjXLLlRq11VwNElaqj1KWYc8LB7lOYamnLmT1QtTt7omoPVC3TtlKtvptTxLKd0P9zvWOsgq9HAdairwGTzS7g7NCHhK5YH8N_It4AP76LYg</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1859725783</pqid></control><display><type>article</type><title>Use of secondary clinical data for research related to diabetes self-management education</title><source>MEDLINE</source><source>Elsevier ScienceDirect Journals</source><creator>Azam, Laila S. ; Jackson, Tourette A. ; Knudson, Paul E. ; Meurer, John R. ; Tarima, Sergey S.</creator><creatorcontrib>Azam, Laila S. ; Jackson, Tourette A. ; Knudson, Paul E. ; Meurer, John R. ; Tarima, Sergey S.</creatorcontrib><description>Diabetes self-management education (DSME) is a key component of ensuring optimal diabetes outcomes. Electronic medical record (EMR) systems have transformed diabetes management by providing organized and useful data. However, important gaps remain in the process of how practice settings track referrals and attendance to DSME. The purpose of this study was to use EMR data to examine patients' demographic, behavioral, and diabetes risk factors by referral pattern to a DSME program in a large midwestern Academic Medical Center. A retrospective cross-sectional design using 2006–2013 EMR data from a Clinical Research Data Warehouse (CRDW). Data on 10,000 patients with type 2 diabetes mellitus (T2DM) were randomly extracted from the CRDW for analysis. Multiple logistic regression analysis was employed to explore adjusted associations with referral to DSME. Seven hundred forty patients with T2DM were referred to DSME. Results show that age at diagnosis, insurance status, race/ethnicity, language, alcohol use, use of insulin, HbA1c, LDL, systolic blood pressure, ophthalmology appointment, coronary artery disease, neuropathy, diabetic-retinopathy, and nephropathy were found to be factors significantly associated with a referral to DSME. Language emerged as a significant result; non-English speakers were more likely to receive a referral to DSME. Patients referred for DSME had appropriate medical complications or social needs that would benefit from intensive education; however, there remains a considerable opportunity for improving the DSME referral process. Aspects of the physician decision-making process to refer or not refer patients to DSME warrant further investigation.</description><identifier>ISSN: 1551-7411</identifier><identifier>EISSN: 1934-8150</identifier><identifier>DOI: 10.1016/j.sapharm.2016.07.002</identifier><identifier>PMID: 27577736</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Academic Medical Centers ; Cross-Sectional Studies ; Decision Making ; Diabetes Mellitus, Type 2 - therapy ; Diabetes self-management education programs ; Female ; Humans ; Logistic Models ; Male ; Middle Aged ; Patient Education as Topic - methods ; Referral and Consultation - statistics &amp; numerical data ; Referrals ; Retrospective Studies ; Risk Factors ; Self Care - methods ; Type 2 diabetes</subject><ispartof>Research in social and administrative pharmacy, 2017-05, Vol.13 (3), p.494-502</ispartof><rights>2016 Elsevier Inc.</rights><rights>Copyright © 2016 Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c365t-808ea3578717afe4e0247cf0134ada6add84b3264284ec8514330e7b66d9685c3</citedby><cites>FETCH-LOGICAL-c365t-808ea3578717afe4e0247cf0134ada6add84b3264284ec8514330e7b66d9685c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S1551741116302121$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27577736$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Azam, Laila S.</creatorcontrib><creatorcontrib>Jackson, Tourette A.</creatorcontrib><creatorcontrib>Knudson, Paul E.</creatorcontrib><creatorcontrib>Meurer, John R.</creatorcontrib><creatorcontrib>Tarima, Sergey S.</creatorcontrib><title>Use of secondary clinical data for research related to diabetes self-management education</title><title>Research in social and administrative pharmacy</title><addtitle>Res Social Adm Pharm</addtitle><description>Diabetes self-management education (DSME) is a key component of ensuring optimal diabetes outcomes. Electronic medical record (EMR) systems have transformed diabetes management by providing organized and useful data. However, important gaps remain in the process of how practice settings track referrals and attendance to DSME. The purpose of this study was to use EMR data to examine patients' demographic, behavioral, and diabetes risk factors by referral pattern to a DSME program in a large midwestern Academic Medical Center. A retrospective cross-sectional design using 2006–2013 EMR data from a Clinical Research Data Warehouse (CRDW). Data on 10,000 patients with type 2 diabetes mellitus (T2DM) were randomly extracted from the CRDW for analysis. Multiple logistic regression analysis was employed to explore adjusted associations with referral to DSME. Seven hundred forty patients with T2DM were referred to DSME. Results show that age at diagnosis, insurance status, race/ethnicity, language, alcohol use, use of insulin, HbA1c, LDL, systolic blood pressure, ophthalmology appointment, coronary artery disease, neuropathy, diabetic-retinopathy, and nephropathy were found to be factors significantly associated with a referral to DSME. Language emerged as a significant result; non-English speakers were more likely to receive a referral to DSME. Patients referred for DSME had appropriate medical complications or social needs that would benefit from intensive education; however, there remains a considerable opportunity for improving the DSME referral process. Aspects of the physician decision-making process to refer or not refer patients to DSME warrant further investigation.</description><subject>Academic Medical Centers</subject><subject>Cross-Sectional Studies</subject><subject>Decision Making</subject><subject>Diabetes Mellitus, Type 2 - therapy</subject><subject>Diabetes self-management education programs</subject><subject>Female</subject><subject>Humans</subject><subject>Logistic Models</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Patient Education as Topic - methods</subject><subject>Referral and Consultation - statistics &amp; numerical data</subject><subject>Referrals</subject><subject>Retrospective Studies</subject><subject>Risk Factors</subject><subject>Self Care - methods</subject><subject>Type 2 diabetes</subject><issn>1551-7411</issn><issn>1934-8150</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkE9r3DAQxUVp6OZPP0KCjrnYlSzJ0p5KWNI2EOglOfQkZqVxo8W2tpIc6LePlt302tPMwHvzeD9CrjlrOeP9l12bYf8CaWq7erZMt4x1H8g5XwvZGK7Yx7orxRstOV-Ri5x3jAnNuPxEVp1WWmvRn5NfzxlpHGhGF2cP6S91Y5iDg5F6KECHmGjCjJDcS11GKOhpidQH2GLBXI3j0Ewww2-ccC4U_eKghDhfkbMBxoyfT_OSPH-7f9r8aB5_fn_Y3D02TvSqNIYZBKG00VzDgBJZJ7UbGBcSPPTgvZFb0fWyMxKdUVwKwVBv-96ve6OcuCS3x7_7FP8smIudQnY4jjBjXLLlRq11VwNElaqj1KWYc8LB7lOYamnLmT1QtTt7omoPVC3TtlKtvptTxLKd0P9zvWOsgq9HAdairwGTzS7g7NCHhK5YH8N_It4AP76LYg</recordid><startdate>201705</startdate><enddate>201705</enddate><creator>Azam, Laila S.</creator><creator>Jackson, Tourette A.</creator><creator>Knudson, Paul E.</creator><creator>Meurer, John R.</creator><creator>Tarima, Sergey S.</creator><general>Elsevier Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>201705</creationdate><title>Use of secondary clinical data for research related to diabetes self-management education</title><author>Azam, Laila S. ; Jackson, Tourette A. ; Knudson, Paul E. ; Meurer, John R. ; Tarima, Sergey S.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c365t-808ea3578717afe4e0247cf0134ada6add84b3264284ec8514330e7b66d9685c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Academic Medical Centers</topic><topic>Cross-Sectional Studies</topic><topic>Decision Making</topic><topic>Diabetes Mellitus, Type 2 - therapy</topic><topic>Diabetes self-management education programs</topic><topic>Female</topic><topic>Humans</topic><topic>Logistic Models</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Patient Education as Topic - methods</topic><topic>Referral and Consultation - statistics &amp; numerical data</topic><topic>Referrals</topic><topic>Retrospective Studies</topic><topic>Risk Factors</topic><topic>Self Care - methods</topic><topic>Type 2 diabetes</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Azam, Laila S.</creatorcontrib><creatorcontrib>Jackson, Tourette A.</creatorcontrib><creatorcontrib>Knudson, Paul E.</creatorcontrib><creatorcontrib>Meurer, John R.</creatorcontrib><creatorcontrib>Tarima, Sergey S.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Research in social and administrative pharmacy</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Azam, Laila S.</au><au>Jackson, Tourette A.</au><au>Knudson, Paul E.</au><au>Meurer, John R.</au><au>Tarima, Sergey S.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Use of secondary clinical data for research related to diabetes self-management education</atitle><jtitle>Research in social and administrative pharmacy</jtitle><addtitle>Res Social Adm Pharm</addtitle><date>2017-05</date><risdate>2017</risdate><volume>13</volume><issue>3</issue><spage>494</spage><epage>502</epage><pages>494-502</pages><issn>1551-7411</issn><eissn>1934-8150</eissn><abstract>Diabetes self-management education (DSME) is a key component of ensuring optimal diabetes outcomes. Electronic medical record (EMR) systems have transformed diabetes management by providing organized and useful data. However, important gaps remain in the process of how practice settings track referrals and attendance to DSME. The purpose of this study was to use EMR data to examine patients' demographic, behavioral, and diabetes risk factors by referral pattern to a DSME program in a large midwestern Academic Medical Center. A retrospective cross-sectional design using 2006–2013 EMR data from a Clinical Research Data Warehouse (CRDW). Data on 10,000 patients with type 2 diabetes mellitus (T2DM) were randomly extracted from the CRDW for analysis. Multiple logistic regression analysis was employed to explore adjusted associations with referral to DSME. Seven hundred forty patients with T2DM were referred to DSME. Results show that age at diagnosis, insurance status, race/ethnicity, language, alcohol use, use of insulin, HbA1c, LDL, systolic blood pressure, ophthalmology appointment, coronary artery disease, neuropathy, diabetic-retinopathy, and nephropathy were found to be factors significantly associated with a referral to DSME. Language emerged as a significant result; non-English speakers were more likely to receive a referral to DSME. Patients referred for DSME had appropriate medical complications or social needs that would benefit from intensive education; however, there remains a considerable opportunity for improving the DSME referral process. Aspects of the physician decision-making process to refer or not refer patients to DSME warrant further investigation.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>27577736</pmid><doi>10.1016/j.sapharm.2016.07.002</doi><tpages>9</tpages></addata></record>
fulltext fulltext
identifier ISSN: 1551-7411
ispartof Research in social and administrative pharmacy, 2017-05, Vol.13 (3), p.494-502
issn 1551-7411
1934-8150
language eng
recordid cdi_proquest_miscellaneous_1859725783
source MEDLINE; Elsevier ScienceDirect Journals
subjects Academic Medical Centers
Cross-Sectional Studies
Decision Making
Diabetes Mellitus, Type 2 - therapy
Diabetes self-management education programs
Female
Humans
Logistic Models
Male
Middle Aged
Patient Education as Topic - methods
Referral and Consultation - statistics & numerical data
Referrals
Retrospective Studies
Risk Factors
Self Care - methods
Type 2 diabetes
title Use of secondary clinical data for research related to diabetes self-management education
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-13T01%3A52%3A47IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Use%20of%20secondary%20clinical%20data%20for%20research%20related%20to%20diabetes%20self-management%20education&rft.jtitle=Research%20in%20social%20and%20administrative%20pharmacy&rft.au=Azam,%20Laila%20S.&rft.date=2017-05&rft.volume=13&rft.issue=3&rft.spage=494&rft.epage=502&rft.pages=494-502&rft.issn=1551-7411&rft.eissn=1934-8150&rft_id=info:doi/10.1016/j.sapharm.2016.07.002&rft_dat=%3Cproquest_cross%3E1859725783%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=1859725783&rft_id=info:pmid/27577736&rft_els_id=S1551741116302121&rfr_iscdi=true