Literature DB >> 27756852

Framework for Mining and Analysis of Standardized Nursing Care Plan Data.

Ashfaq Khokhar1, Muhammad Kamran Lodhi2, Yingwei Yao3, Rashid Ansari2, Gail Keenan3, Diana J Wilkie3.   

Abstract

Despite an unprecedented amount of health-related data being amassed from various technological innovations, our ability to process this data and extract hidden knowledge has yet to catch up with this explosive growth. Although nursing care plans can be an effective tool to support the achievement of desired patient outcomes, their online collection, storage, and processing is lagging far behind. As a result, the impact of nursing care is not well understood from qualitative as well as quantitative perspectives. In this article, we first outline a complete life cycle of nursing care data, and present a knowledge discovery and analysis framework for such data sets. We also highlight Big Data issues pertaining to the analysis of nursing care data. Using an exemplar data set, we demonstrate the broad applicability of the proposed framework by showing knowledge discovery results for different outcomes related to patients, nursing staff, and administrators.

Entities:  

Keywords:  Big Data; electronic health records; end of life; hospitalized patients; informatics; nursing data

Year:  2016        PMID: 27756852      PMCID: PMC5498252          DOI: 10.1177/0193945916672828

Source DB:  PubMed          Journal:  West J Nurs Res        ISSN: 0193-9459            Impact factor:   1.967


  26 in total

Review 1.  Measuring and preventing potentially avoidable hospital readmissions: a review of the literature.

Authors:  Carrie H K Yam; Eliza L Y Wong; Frank W K Chan; Fiona Y Y Wong; Michael C M Leung; E K Yeoh
Journal:  Hong Kong Med J       Date:  2010-10       Impact factor: 2.227

2.  Standardized nursing terminologies can transform practice.

Authors:  Gail M Keenan; Dana Tschannen; Mary Lou Wesley
Journal:  J Nurs Adm       Date:  2008-03       Impact factor: 1.737

3.  The world's technological capacity to store, communicate, and compute information.

Authors:  Martin Hilbert; Priscila López
Journal:  Science       Date:  2011-02-10       Impact factor: 47.728

Review 4.  Evidence for the existing American Nurses Association-recognized standardized nursing terminologies: a systematic review.

Authors:  Sevinc Tastan; Graciele C F Linch; Gail M Keenan; Janet Stifter; Dawn McKinney; Linda Fahey; Karen Dunn Lopez; Yingwei Yao; Diana J Wilkie
Journal:  Int J Nurs Stud       Date:  2013-12-18       Impact factor: 5.837

5.  Data mining nursing care plans of end-of-life patients: a study to improve healthcare decision making.

Authors:  Fadi Almasalha; Dianhui Xu; Gail M Keenan; Ashfaq Khokhar; Yingwei Yao; Yu-C Chen; Andy Johnson; R Ansari; Diana J Wilkie
Journal:  Int J Nurs Knowl       Date:  2012-08-17       Impact factor: 1.222

6.  Infomarkers for transition to goals consistent with palliative care in dying patients.

Authors:  Yingwei Yao; Janet Stifter; Miriam O Ezenwa; Muhammad Lodhi; Ashfaq Khokhar; Rashid Ansari; Gail M Keenan; Diana J Wilkie
Journal:  Palliat Support Care       Date:  2015-02-25

7.  Maintaining a consistent big picture: meaningful use of a Web-based POC EHR system.

Authors:  Gail M Keenan; Elizabeth Yakel; Yingwei Yao; Dianhui Xu; Laura Szalacha; Dana Tschannen; Yvonne Ford; Yu-Chung Chen; Andrew Johnson; Karen Dunn Lopez; Diana J Wilkie
Journal:  Int J Nurs Knowl       Date:  2012-06-20       Impact factor: 1.222

8.  Proposing a New Conceptual Model and an Exemplar Measure Using Health Information: Technology to Examine the Impact of Relational Nurse Continuity on Hospital-Acquired Pressure Ulcers.

Authors:  Janet Stifter; Yingwei Yao; Karen Dunn Lopez; Ashfaq Khokhar; Diana J Wilkie; Gail M Keenan
Journal:  ANS Adv Nurs Sci       Date:  2015 Jul-Sep       Impact factor: 1.824

9.  Evaluating home health care nursing outcomes with OASIS and NOC.

Authors:  Julia Stocker Schneider; Violet Barkauskas; Gail Keenan
Journal:  J Nurs Scholarsh       Date:  2008       Impact factor: 3.176

10.  Integration of NNN into EHRS: how are we doing?: IJNK virtual issue.

Authors:  Gail M Keenan; Diana J Wilkie
Journal:  Int J Nurs Knowl       Date:  2014-05-14       Impact factor: 1.222

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  1 in total

1.  Secondary use of standardized nursing care data for advancing nursing science and practice: a systematic review.

Authors:  Tamara G R Macieira; Tania C M Chianca; Madison B Smith; Yingwei Yao; Jiang Bian; Diana J Wilkie; Karen Dunn Lopez; Gail M Keenan
Journal:  J Am Med Inform Assoc       Date:  2019-11-01       Impact factor: 4.497

  1 in total

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