Literature DB >> 14643731

Using computational modeling to transform nursing data into actionable information.

Judith A Effken1, Barbara B Brewer, Anita Patil, Gerri S Lamb, Joyce A Verran, Kathleen M Carley.   

Abstract

Transforming organizational research data into actionable information nurses can use to improve patient outcomes remains a challenge. Available data are numerous, at multiple levels of analysis, and snapshots in time, which makes application difficult in a dynamically changing healthcare system. One potential solution is computational modeling. We describe our use of OrgAhead, a theoretically based computational modeling program developed at Carnegie Mellon University, to transform data into actionable nursing information. We calibrated the model by using data from 16 actual patient care units to adjust model parameters until performance of simulated units ordered in the same way as observed performance of the actual units 80% of the time. In future research, we will use OrgAhead to generate hypotheses about changes nurses might make to improve patient outcomes, help nurses use these hypotheses to identify and implement changes on their units, and then measure the impact of those changes on patient outcomes.

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Year:  2003        PMID: 14643731     DOI: 10.1016/j.jbi.2003.09.018

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


  4 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

2.  Evidence-based staffing: potential roles for informatics.

Authors:  Sookyung Hyun; Suzanne Bakken; Kathy Douglas; Patricia W Stone
Journal:  Nurs Econ       Date:  2008 May-Jun       Impact factor: 1.085

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

Authors:  Timothy Jay Carney; Geoffrey P Morgan; Josette Jones; Anna M McDaniel; Michael Weaver; Bryan Weiner; David A Haggstrom
Journal:  J Biomed Inform       Date:  2014-06-18       Impact factor: 6.317

4.  Simulating nursing unit performance with OrgAhead: strengths and challenges.

Authors:  Judith A Effken; Kathleen M Carley; Ju-Sung Lee; Barbara B Brewer; Joyce A Verran
Journal:  Comput Inform Nurs       Date:  2012-11       Impact factor: 1.985

  4 in total

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