Literature DB >> 11079862

Considering clustering: a methodological review of clinical decision support system studies.

J H Chuang1, G Hripcsak, R A Jenders.   

Abstract

Computer-based clinical decision support systems (CDSSs) are often implemented at a cluster level, but standard statistical methods for sample estimation and analysis may not be appropriate for such studies. This review aims to determine whether the design and analysis methods of cluster-based studies were adequately addressed in reports of CDSS studies. We retrieved 61 reports of the CDSS controlled trials and identified 24 studies meeting our inclusion criteria. Of these, none included sample size calculations that allowed for clustering, while 14 (58%) took account of clustering in the analysis. Although there is increasing recognition of the methodological issues associated with cluster design in health care, many medical informaticians are still not aware of these issues. Investigators should publish estimates of the intracluster correlation coefficients and variance components in their reports to guide the planning of the future studies.

Mesh:

Year:  2000        PMID: 11079862      PMCID: PMC2244041     

Source DB:  PubMed          Journal:  Proc AMIA Symp        ISSN: 1531-605X


  29 in total

1.  Randomised controlled trial of computer assisted management of hypertension in primary care.

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Journal:  J Gen Intern Med       Date:  1989 Sep-Oct       Impact factor: 5.128

6.  A predictive instrument to improve coronary-care-unit admission practices in acute ischemic heart disease. A prospective multicenter clinical trial.

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8.  Evaluation of UNIS: Urological Nursing Information Systems.

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Journal:  Proc Annu Symp Comput Appl Med Care       Date:  1991

9.  Reminders to physicians from an introspective computer medical record. A two-year randomized trial.

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Authors:  J Wellwood; S Johannessen; D J Spiegelhalter
Journal:  Ann R Coll Surg Engl       Date:  1992-01       Impact factor: 1.891

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  13 in total

1.  Design and analysis of controlled trials in naturally clustered environments: implications for medical informatics.

Authors:  Jen-Hsiang Chuang; George Hripcsak; Daniel F Heitjan
Journal:  J Am Med Inform Assoc       Date:  2002 May-Jun       Impact factor: 4.497

2.  CONSORT statement: extension to cluster randomised trials.

Authors:  Marion K Campbell; Diana R Elbourne; Douglas G Altman
Journal:  BMJ       Date:  2004-03-20

3.  Large datasets in biomedicine: a discussion of salient analytic issues.

Authors:  Anshu Sinha; George Hripcsak; Marianthi Markatou
Journal:  J Am Med Inform Assoc       Date:  2009-08-28       Impact factor: 4.497

4.  Cluster randomized trials of cancer screening interventions: are appropriate statistical methods being used?

Authors:  Catherine M Crespi; Annette E Maxwell; Sheng Wu
Journal:  Contemp Clin Trials       Date:  2011-03-05       Impact factor: 2.226

Review 5.  Internal and external validity of cluster randomised trials: systematic review of recent trials.

Authors:  Sandra Eldridge; Deborah Ashby; Catherine Bennett; Melanie Wakelin; Gene Feder
Journal:  BMJ       Date:  2008-03-25

Review 6.  The impact of eHealth on the quality and safety of health care: a systematic overview.

Authors:  Ashly D Black; Josip Car; Claudia Pagliari; Chantelle Anandan; Kathrin Cresswell; Tomislav Bokun; Brian McKinstry; Rob Procter; Azeem Majeed; Aziz Sheikh
Journal:  PLoS Med       Date:  2011-01-18       Impact factor: 11.069

Review 7.  Impact of CONSORT extension for cluster randomised trials on quality of reporting and study methodology: review of random sample of 300 trials, 2000-8.

Authors:  N M Ivers; M Taljaard; S Dixon; C Bennett; A McRae; J Taleban; Z Skea; J C Brehaut; R F Boruch; M P Eccles; J M Grimshaw; C Weijer; M Zwarenstein; A Donner
Journal:  BMJ       Date:  2011-09-26

8.  Statistical analysis and handling of missing data in cluster randomised trials: protocol for a systematic review.

Authors:  Mallorie Fiero; Shuang Huang; Melanie L Bell
Journal:  BMJ Open       Date:  2015-05-13       Impact factor: 2.692

9.  Description and pilot evaluation of the Metabolic Irregularities Narrowing down Device software: a case analysis of physician programming.

Authors:  Markos G Kashiouris; Miloš Miljković; Vitaly Herasevich; Andrew D Goldberg; Charles Albrecht
Journal:  J Community Hosp Intern Med Perspect       Date:  2015-02-03

10.  Effect of guideline based computerised decision support on decision making of multidisciplinary teams: cluster randomised trial in cardiac rehabilitation.

Authors:  Rick Goud; Nicolette F de Keizer; Gerben ter Riet; Jeremy C Wyatt; Arie Hasman; Irene M Hellemans; Niels Peek
Journal:  BMJ       Date:  2009-04-27
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