Literature DB >> 24953241

Using computational modeling to assess the impact of clinical decision support on cancer screening improvement strategies within the community health centers.

Timothy Jay Carney1, Geoffrey P Morgan2, Josette Jones3, Anna M McDaniel4, Michael Weaver5, Bryan Weiner6, David A Haggstrom7.   

Abstract

Our conceptual model demonstrates our goal to investigate the impact of clinical decision support (CDS) utilization on cancer screening improvement strategies in the community health care (CHC) setting. We employed a dual modeling technique using both statistical and computational modeling to evaluate impact. Our statistical model used the Spearman's Rho test to evaluate the strength of relationship between our proximal outcome measures (CDS utilization) against our distal outcome measure (provider self-reported cancer screening improvement). Our computational model relied on network evolution theory and made use of a tool called Construct-TM to model the use of CDS measured by the rate of organizational learning. We employed the use of previously collected survey data from community health centers Cancer Health Disparities Collaborative (HDCC). Our intent is to demonstrate the added valued gained by using a computational modeling tool in conjunction with a statistical analysis when evaluating the impact a health information technology, in the form of CDS, on health care quality process outcomes such as facility-level screening improvement. Significant simulated disparities in organizational learning over time were observed between community health centers beginning the simulation with high and low clinical decision support capability.
Copyright © 2014 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Cancer screening; Community health center; Computational; Modeling; Simulation; Systems-thinking

Mesh:

Year:  2014        PMID: 24953241      PMCID: PMC4194243          DOI: 10.1016/j.jbi.2014.05.012

Source DB:  PubMed          Journal:  J Biomed Inform        ISSN: 1532-0464            Impact factor:   6.317


  33 in total

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2.  The logic behind a multimethod intervention to improve adherence to clinical practice guidelines in a nationwide network of primary care practices.

Authors:  Chris Feifer; Steven M Ornstein; Ruth G Jenkins; Andrea Wessell; Sarah T Corley; Lynne S Nemeth; Loraine Roylance; Paul J Nietert; Heather Liszka
Journal:  Eval Health Prof       Date:  2006-03       Impact factor: 2.651

Review 3.  Knowledge management: organizing nursing care knowledge.

Authors:  Jane A Anderson; Pamela Willson
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4.  Breast and cervical cancer screening: clinicians' views on health plan guidelines and implementation efforts.

Authors:  Jane G Zapka; Elaine Puleo; Stephen Taplin; Leif I Solberg; Judy Mouchawar; Carol Somkin; Ann M Geiger; Marianne Ulcickas Yood
Journal:  J Natl Cancer Inst Monogr       Date:  2005

5.  Factors known to influence acceptance of clinical decision support systems.

Authors:  E Kilsdonk; L W P Peute; S L Knijnenburg; M W M Jaspers
Journal:  Stud Health Technol Inform       Date:  2011

6.  HRSA's role in primary care and public health in the 1990s.

Authors:  R G Harmon; R H Carlson
Journal:  Public Health Rep       Date:  1991 Jan-Feb       Impact factor: 2.792

7.  Protection by endoscopy against death from colorectal cancer. A case-control study among veterans.

Authors:  A D Müller; A Sonnenberg
Journal:  Arch Intern Med       Date:  1995-09-11

8.  Colorectal cancer screening: clinical applications.

Authors:  Judith M E Walsh; Jonathan P Terdiman
Journal:  JAMA       Date:  2003-03-12       Impact factor: 56.272

9.  Implementing colorectal cancer screening in community health centers: addressing cancer health disparities through a regional cancer collaborative.

Authors:  Stephen H Taplin; David Haggstrom; Tracy Jacobs; Ada Determan; Jennifer Granger; Wanda Montalvo; William M Snyder; Susan Lockhart; Ahmed Calvo
Journal:  Med Care       Date:  2008-09       Impact factor: 2.983

10.  Measuring the quality of physician practice by using clinical vignettes: a prospective validation study.

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  2 in total

1.  Hypothesis generation using network structures on community health center cancer-screening performance.

Authors:  Timothy Jay Carney; Geoffrey P Morgan; Josette Jones; Anna M McDaniel; Michael T Weaver; Bryan Weiner; David A Haggstrom
Journal:  J Biomed Inform       Date:  2015-08-11       Impact factor: 6.317

Review 2.  Informatics Metrics and Measures for a Smart Public Health Systems Approach: Information Science Perspective.

Authors:  Timothy Jay Carney; Christopher Michael Shea
Journal:  Comput Math Methods Med       Date:  2017-01-10       Impact factor: 2.238

  2 in total

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