Visual Analytics for Pattern Discovery in Home Care

Kavita Radhakrishnan; Karen A. Monsen; Sung-Heui Bae; Wenhui Zhang

doi:10.4338/ACI-2016-03-RA-0049

Applied Clinical Informatics, Table of Contents

Appl Clin Inform 2016; 07(03): 711-730
DOI: 10.4338/ACI-2016-03-RA-0049

Research Article

Schattauer GmbH

Visual Analytics for Pattern Discovery in Home Care

Clinical Relevance for Quality Improvement

Authors

Kavita Radhakrishnan

¹School of Nursing, University of Texas – Austin, Austin, TX
Karen A. Monsen

²University of Minnesota School of Nursing, Minneapolis, MN
Sung-Heui Bae

³Ewha Womans University, College of Nursing, Seoul, Republic of Korea
Wenhui Zhang

¹School of Nursing, University of Texas – Austin, Austin, TX

Abstract

Full Text

PDF Download

Keywords

Visualization - home health nursing - Omaha System - urinary incontinence - patient outcomes

References

References
1 Home Health Providers. Centers for Medicare & Medicaid Services web site. http://www.cms.gov/Medicare/Provider-Enrollment-and-Certification/CertificationandComplianc/HHAs.html Updated April 9, 2013. Accessed February 5, 2014.
2 Henderson R. Employment outlook: 2010–2020: industry employment and output projections to 2020. Monthly Labor Rev 2012; 135 (01) 65-83.
3 CY 2014 Home Health Prospective Payment System Rate Update, Conversion to ICD-10-CM, Home Health Quality Reporting Requirements, and Cost Allocation of Home Health Survey Expenses. Centers for Medicare & Medicaid Services web site. http://www.cms.gov/Medicare/Medicare-Fee-for-Service-Pay ment/HomeHealthPPS/Home-Health-Prospective-Payment-System-Regulations-and-Notices-Items/ CMS-1450-P.html Published July 3, 2013. Accessed September 27, 2014.
4 Bowles KH, Holland DE, Horowitz DA. A comparison of in-person home care, home care with telephone contact and home care with telemonitoring for disease management. J Telemed Telecare 2009; 15 (07) 344-350.
5 Institute of Medicine. Capturing Social and Behavioral Domains in Electronic Health Records: Phase 1. Washington, DC: The National Academies Press; 2014
6 Institute of Medicine. Capturing Social and Behavioral Domains and Measures in Electronic Health Records: Phase 2. Washington, DC: The National Academies Press; 2014
7 Martin KS. The Omaha System: A Key to Practice, Documentation, and Information Management. 2nd ed. Omaha, NE: Health Connections Press; 2005
8 Monsen KA, Peterson JJ, Mathiason MA, Kim E, Lee S, Chi CL, Pieczkiewicz DS. Data visualization techniques to showcase nursing care quality. Computers, Informatics, Nursing 2015; 33 (10) 417-426.
9 Bui AAT, Aberle DR, Kangarloo H. Timeline: visualizing integrated patient records. Inf Technol Biomed 2007; 11 (04) 462-473.
10 Monsen KA, Peterson JJ, Mathiason MA, Kim E, Lee S, Chi CL, Pieczkiewicz DS. Data visualization techniques to showcase nursing care quality. Comput Inform Nurs 2015; 33 (10) 417-426.
11 Torsvik T, Lillebo B, Mikkelsen G. Presentation of clinical laboratory results: an experimental comparison of four visualization techniques. J Am Med Inform Assoc 2013; 20 (02) 325-331.
12 West VL, Borland D, Hammond WE. Innovative information visualization of electronic health record data: a systematic review. J Am Med Inform Assoc 2015; 22: 330-339.
13 Kim E, Monsen KA, Pieczkiewicz D. Visualization of Omaha System data enables data-driven analysis of outcomes. Poster presented at the American Medical Informatics Association Annual Meeting. November 19, 2013. Washington, DC.:
14 Votava B, Monsen KA. Visualization of patterns in public health nurse intervention data. Poster presented at the American Public Health Association Annual Meeting. November 16, 2014. New Orleans.:
15 Westra BL, Oancea C, Savik K, Marek KD. The feasibility of integrating the Omaha System data across home care agencies and vendors. Comput Inform Nurs 2010; 28 (03) 162-171.
16 Omaha System. The Omaha System: Solving the clinical data-information puzzle. http://omahasystem.org Updated May 26, 2015.
17 Topaz M, Golfenshtein N, Bowles KH. The Omaha System: a systematic review of the recent literature. J Am Med Inform Assoc 2014; 21 (01) 163-170.
18 2011 OASIS requirements in new and accredited HHAs seeking Medicare certification. Centers for Medicare & Medicaid Services web site. https://www.cms.gov/Medicare/Quality-Initiatives-Patient-Assess ment-Instruments/OASIS/downloads/seekingmedicarecert.pdf Published 2011. Accessed August 18, 2015.
19 Madigan EA, Fortinsky RH. Interrater reliability of the outcomes and assessment information set: results from the field. Gerontologist 2004; 44 (05) 689-692.
20 Riggs JS, Madigan EA, Fortinsky RH. Home health care nursing visit intensity and heart failure patient outcomes. Home Health Care Manag Pract 2011; 23 (06) 412-420.
21 Diseases and injuries tabular index. ICD-9-CM web site. http://icd9cm.chrisendres.com/index.php?action=contents Published October 1, 2008 Accessed March 15, 2015.
22 Wilkinson L, Friendly M. The History of the Cluster Heat Map. The American Statistician 2009; 63 (02) 179-184.
23 Kirk A. Data Visualization: A Successful Design Process. Birmingham, UK: Packt Publishing; 2012.;
24 Gehlenborg N, Wong B. Points of view: heat maps. Nat Methods 2012; 09 (03) 213-213.
25 Hu TW, Wagner TH, Bentkover JD, Leblanc K, Zhou SZ, Hunt T. Costs of urinary incontinence and overactive bladder in the United States: a comparative study. Urology 2004; 63 (03) 461-465.
26 John G, Gerstel E, Jung M, Dallenbach P, Faltin D, Petoud V, Zumwald C, Rutschmann OT. Urinary incontinence as a marker of higher mortality in patients receiving home care services. BJU Int 2014; 113 (01) 113-119.
27 Westra BL, Bliss DZ, Savik K, Hou Y, Borchert A. Effectiveness of wound, ostomy, and continence nurses on agency-level wound and incontinence outcomes in home care. Home Healthc Nurse 2014; 32 (02) 119-127.
28 Sims J, Browning C, Lundgren-Lindquist B, Kendig H. Urinary incontinence in a community sample of older adults: prevalence and impact on quality of life. Disabil Rehabil 2011; 33 (15–16): 1389-1398.
29 Du YF, Ou HY, Beverly EA, Chiu CJ. Achieving glycemic control in elderly patients with type 2 diabetes: a critical comparison of current options. Clin Interv Aging 2014; 09: 1963-1980.
30 Eckerblad J, Theander K, Ekdahl A, Unosson M, Wirehn A, Milberg A, Krevers B, Jaarsma T. Symptom burden in community-dwelling older people with multimorbidity: a cross-sectional study. BMC Geriatr 2015; 15: 1.
31 Morrissey MB, Viola D, Shi Q. Relationship between pain and chronic illness among seriously ill older adults: expanding role for palliative social work. J Soc Work End Life Palliat Care 2014; 10 (01) 8-33.
32 Institute of Medicine. Relieving Pain in America: A Blueprint for Transforming Prevention, Care, Education, and Research. 2011. National Academies Press; Washington (DC):
33 American Geriatrics Society. Pharmacological management of persistent pain in older persons. J Amer Geri Soc 2009; 57 (08) 1331-1346.
34 Barber JB, Gibson SJ. Treatment of chronic non-malignant pain in the elderly: Safety considerations. Drug Safety 2009; 32 (06) 457-474.