Literature DB >> 30445547

Algorithm to detect pediatric provider attention to high BMI and associated medical risk.

Christy B Turer1,2,3,4, Celette S Skinner3,4, Sarah E Barlow1,3.   

Abstract

We developed and validated an algorithm that uses combinations of extractable electronic-health-record (EHR) indicators (diagnosis codes, orders for laboratories, medications, and referrals) that denote widely-recommended clinician practice behaviors: attention to overweight/obesity/body mass index alone (BMI Alone), with attention to hypertension/other comorbidities (BMI/Medical Risk), or neither (No Attention). Data inputs used for each EHR indicator were refined through iterative chart review to identify and resolve modifiable coding errors. Validation was performed through manual review of randomly selected visit encounters (n = 308) coded by the refined algorithm. Of 104 encounters coded as No Attention, 89.4% lacked any evidence (specificity) of attention to BMI/Medical Risk. Corresponding evidence (sensitivity) of attention to BMI Alone was identified in 96.0% (of 101 encounters coded as BMI Alone) and BMI/Medical Risk in 96.1% (of 103 encounters coded as BMI/Medical Risk). Our EHR data algorithm can validly determine provider attention to BMI alone, with Medical Risk, or neither.

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Mesh:

Year:  2019        PMID: 30445547      PMCID: PMC6308014          DOI: 10.1093/jamia/ocy126

Source DB:  PubMed          Journal:  J Am Med Inform Assoc        ISSN: 1067-5027            Impact factor:   4.497


  15 in total

1.  Mayo clinical Text Analysis and Knowledge Extraction System (cTAKES): architecture, component evaluation and applications.

Authors:  Guergana K Savova; James J Masanz; Philip V Ogren; Jiaping Zheng; Sunghwan Sohn; Karin C Kipper-Schuler; Christopher G Chute
Journal:  J Am Med Inform Assoc       Date:  2010 Sep-Oct       Impact factor: 4.497

2.  The "meaningful use" regulation for electronic health records.

Authors:  David Blumenthal; Marilyn Tavenner
Journal:  N Engl J Med       Date:  2010-07-13       Impact factor: 91.245

3.  Associations between healthcare quality and use of electronic health record functions in ambulatory care.

Authors:  Jessica S Ancker; Lisa M Kern; Alison Edwards; Sarah Nosal; Daniel M Stein; Diane Hauser; Rainu Kaushal
Journal:  J Am Med Inform Assoc       Date:  2015-04-20       Impact factor: 4.497

4.  Characterizing a "Big Data" Cohort of Over 200,000 Low-Income U.S. Infants and Children for Obesity Research: The ADVANCE Early Life Cohort.

Authors:  J Boone-Heinonen; C J Tillotson; J P O'Malley; E K Cottrell; J A Gaudino; A Amofah; M L Rivo; A Brickman; K Mayer; M A McBurnie; R Gold; J E DeVoe
Journal:  Matern Child Health J       Date:  2017-03

5.  2000 CDC Growth Charts for the United States: methods and development.

Authors:  Robert J Kuczmarski; Cynthia L Ogden; Shumei S Guo; Laurence M Grummer-Strawn; Katherine M Flegal; Zuguo Mei; Rong Wei; Lester R Curtin; Alex F Roche; Clifford L Johnson
Journal:  Vital Health Stat 11       Date:  2002-05

6.  Developing an Algorithm to Detect Early Childhood Obesity in Two Tertiary Pediatric Medical Centers.

Authors:  Todd Lingren; Vidhu Thaker; Cassandra Brady; Bahram Namjou; Stephanie Kennebeck; Jonathan Bickel; Nandan Patibandla; Yizhao Ni; Sara L Van Driest; Lixin Chen; Ashton Roach; Beth Cobb; Jacqueline Kirby; Josh Denny; Lisa Bailey-Davis; Marc S Williams; Keith Marsolo; Imre Solti; Ingrid A Holm; John Harley; Isaac S Kohane; Guergana Savova; Nancy Crimmins
Journal:  Appl Clin Inform       Date:  2016-07-20       Impact factor: 2.342

7.  Expert committee recommendations regarding the prevention, assessment, and treatment of child and adolescent overweight and obesity: summary report.

Authors:  Sarah E Barlow
Journal:  Pediatrics       Date:  2007-12       Impact factor: 7.124

8.  Multi-Institutional Sharing of Electronic Health Record Data to Assess Childhood Obesity.

Authors:  L Charles Bailey; David E Milov; Kelly Kelleher; Michael G Kahn; Mark Del Beccaro; Feliciano Yu; Thomas Richards; Christopher B Forrest
Journal:  PLoS One       Date:  2013-06-18       Impact factor: 3.240

9.  Discrepancies in Communication Versus Documentation of Weight-Management Benchmarks: Analysis of Recorded Visits With Latino Children and Associated Health-Record Documentation.

Authors:  Christy B Turer; Sarah E Barlow; Sergio Montaño; Glenn Flores
Journal:  Glob Pediatr Health       Date:  2017-02-06

Review 10.  Screening for Obesity and Intervention for Weight Management in Children and Adolescents: Evidence Report and Systematic Review for the US Preventive Services Task Force.

Authors:  Elizabeth A O'Connor; Corinne V Evans; Brittany U Burda; Emily S Walsh; Michelle Eder; Paula Lozano
Journal:  JAMA       Date:  2017-06-20       Impact factor: 56.272

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  3 in total

1.  Association of Clinician Behaviors and Weight Change in School-Aged Children.

Authors:  Christy B Turer; Sarah E Barlow; David B Sarwer; Brian Adamson; Joanne Sanders; Chul Ahn; Song Zhang; Glenn Flores; Celette Sugg Skinner
Journal:  Am J Prev Med       Date:  2019-08-01       Impact factor: 5.043

2.  Pediatrician Communication About High Blood Pressure in Children With Overweight/Obesity During Well-Child Visits.

Authors:  Nora Bismar; Sarah E Barlow; Tammy M Brady; Christy B Turer
Journal:  Acad Pediatr       Date:  2019-11-26       Impact factor: 3.107

Review 3.  Gender medicine: Lessons from COVID-19 and other medical conditions for designing health policy.

Authors:  Yossy Machluf; Yoram Chaiter; Orna Tal
Journal:  World J Clin Cases       Date:  2020-09-06       Impact factor: 1.337

  3 in total

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