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...
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Veröffentlicht in: | Research in social and administrative pharmacy 2017-05, Vol.13 (3), p.494-502 |
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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 |
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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 & 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 & 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 & 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> |
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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 |
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