Skip to main content
Top
Published in: BMC Medical Research Methodology 1/2010

Open Access 01-12-2010 | Research article

"Summary Page": a novel tool that reduces omitted data in research databases

Authors: Saveli I Goldberg, Andrzej Niemierko, Maria Shubina, Alexander Turchin

Published in: BMC Medical Research Methodology | Issue 1/2010

Login to get access

Abstract

Background

Data entry errors are common in clinical research databases. Omitted data are of particular concern because they are more common than erroneously inserted data and therefore could potentially affect research findings. However, few affordable strategies for their prevention are available.

Methods

We have conducted a prospective observational study of the effect of a novel tool called "Summary Page" on the frequency of correction of omitted data errors in a radiation oncology research database between July 2008 and March 2009. "Summary Page" was implemented as an optionally accessed screen in the database that visually integrates key fields in the record. We assessed the frequency of omitted data on the example of the Date of Relapse field. We considered the data in this field to be omitted for all records that had empty Date of Relapse field and evidence of relapse elsewhere in the record.

Results

A total of 1,156 records were updated and 200 new records were entered in the database over the study period. "Summary Page" was accessed for 44% of all updated records and for 69% of newly entered records. Frequency of correction of the omitted date of cancer relapse was six-fold higher in records for which "Summary Page" was accessed (p = 0.0003).

Conclusions

"Summary Page" was strongly associated with an increased frequency of correction of omitted data errors. Further, controlled, studies are needed to confirm this finding and elucidate its mechanism of action.
Appendix
Available only for authorised users
Literature
1.
go back to reference Beretta L, Aldrovandi V, Grandi E, Citerio G, Stocchetti N: Improving the quality of data entry in a low-budget head injury database. Acta Neurochir (Wien). 2007, 149 (9): 903-909. 10.1007/s00701-007-1257-3.CrossRef Beretta L, Aldrovandi V, Grandi E, Citerio G, Stocchetti N: Improving the quality of data entry in a low-budget head injury database. Acta Neurochir (Wien). 2007, 149 (9): 903-909. 10.1007/s00701-007-1257-3.CrossRef
2.
go back to reference Seddon DJ, Williams EM: Data quality in population-based cancer registration: an assessment of the Merseyside and Cheshire Cancer Registry. Br J Cancer. 1997, 76 (5): 667-674.CrossRefPubMedPubMedCentral Seddon DJ, Williams EM: Data quality in population-based cancer registration: an assessment of the Merseyside and Cheshire Cancer Registry. Br J Cancer. 1997, 76 (5): 667-674.CrossRefPubMedPubMedCentral
3.
go back to reference Arts DG, De Keizer NF, Scheffer GJ: Defining and improving data quality in medical registries: a literature review, case study, and generic framework. J Am Med Inform Assoc. 2002, 9 (6): 600-611. 10.1197/jamia.M1087.CrossRefPubMedPubMedCentral Arts DG, De Keizer NF, Scheffer GJ: Defining and improving data quality in medical registries: a literature review, case study, and generic framework. J Am Med Inform Assoc. 2002, 9 (6): 600-611. 10.1197/jamia.M1087.CrossRefPubMedPubMedCentral
4.
go back to reference Molenberghs G, Kenward M: Missing Data in Clinical Studies. 2007, Hoboken, NJ: WileyCrossRef Molenberghs G, Kenward M: Missing Data in Clinical Studies. 2007, Hoboken, NJ: WileyCrossRef
5.
go back to reference D'Agostino RB, Rubin DB: Estimating and using propensity scores with partially missing data. Journal of the American Statistical Association. 2000, 749-759. 10.2307/2669455. D'Agostino RB, Rubin DB: Estimating and using propensity scores with partially missing data. Journal of the American Statistical Association. 2000, 749-759. 10.2307/2669455.
6.
go back to reference Hedeker D, Gibbons RD: Application of random-effects pattern-mixture models for missing data in longitudinal studies. Psychological Methods. 1997, 2 (1): 64-78. 10.1037/1082-989X.2.1.64.CrossRef Hedeker D, Gibbons RD: Application of random-effects pattern-mixture models for missing data in longitudinal studies. Psychological Methods. 1997, 2 (1): 64-78. 10.1037/1082-989X.2.1.64.CrossRef
7.
go back to reference Friedman LM, Furberg C, DeMets DL: Fundamentals of clinical trials. 1998, New York: Springer, 3CrossRef Friedman LM, Furberg C, DeMets DL: Fundamentals of clinical trials. 1998, New York: Springer, 3CrossRef
8.
go back to reference Good PI: A manager's guide to the design and conduct of clinical trials. 2006, Hoboken, N.J.: Wiley-Liss, 2CrossRef Good PI: A manager's guide to the design and conduct of clinical trials. 2006, Hoboken, N.J.: Wiley-Liss, 2CrossRef
9.
go back to reference Goldhill DR, Sumner A: APACHE II, data accuracy and outcome prediction. Anaesthesia. 1998, 53 (10): 937-943. 10.1046/j.1365-2044.1998.00534.x.CrossRefPubMed Goldhill DR, Sumner A: APACHE II, data accuracy and outcome prediction. Anaesthesia. 1998, 53 (10): 937-943. 10.1046/j.1365-2044.1998.00534.x.CrossRefPubMed
10.
go back to reference Day S, Fayers P, Harvey D: Double data entry: what value, what price?. Control Clin Trials. 1998, 19 (1): 15-24. 10.1016/S0197-2456(97)00096-2.CrossRefPubMed Day S, Fayers P, Harvey D: Double data entry: what value, what price?. Control Clin Trials. 1998, 19 (1): 15-24. 10.1016/S0197-2456(97)00096-2.CrossRefPubMed
11.
go back to reference Wisniewski SR, Leon AC, Otto MW, Trivedi MH: Prevention of missing data in clinical research studies. Biological Psychiatry. 2006, 59 (11): 997-1000. 10.1016/j.biopsych.2006.01.017.CrossRefPubMed Wisniewski SR, Leon AC, Otto MW, Trivedi MH: Prevention of missing data in clinical research studies. Biological Psychiatry. 2006, 59 (11): 997-1000. 10.1016/j.biopsych.2006.01.017.CrossRefPubMed
12.
go back to reference Goldberg S, Niemierko A, Turchin A: Analysis of data errors in clinical research databases. AMIA Annu Symp Proc. 2008, 242-246. Goldberg S, Niemierko A, Turchin A: Analysis of data errors in clinical research databases. AMIA Annu Symp Proc. 2008, 242-246.
13.
go back to reference Simes RJ: An improved Bonferroni procedure for multiple tests of significance. Biometrika. 1986, 73 (3): 751-754. 10.1093/biomet/73.3.751.CrossRef Simes RJ: An improved Bonferroni procedure for multiple tests of significance. Biometrika. 1986, 73 (3): 751-754. 10.1093/biomet/73.3.751.CrossRef
14.
go back to reference Hochberg Y: A sharper Bonferroni procedure for multiple tests of significance. Biometrika Trust. 1988, 75: 800-802. 10.1093/biomet/75.4.800.CrossRef Hochberg Y: A sharper Bonferroni procedure for multiple tests of significance. Biometrika Trust. 1988, 75: 800-802. 10.1093/biomet/75.4.800.CrossRef
15.
go back to reference Shelby-James TM, Abernethy AP, McAlindon A, Currow DC: Handheld computers for data entry: high tech has its problems too. Trials. 2007, 8: 5-10.1186/1745-6215-8-5.CrossRefPubMedPubMedCentral Shelby-James TM, Abernethy AP, McAlindon A, Currow DC: Handheld computers for data entry: high tech has its problems too. Trials. 2007, 8: 5-10.1186/1745-6215-8-5.CrossRefPubMedPubMedCentral
Metadata
Title
"Summary Page": a novel tool that reduces omitted data in research databases
Authors
Saveli I Goldberg
Andrzej Niemierko
Maria Shubina
Alexander Turchin
Publication date
01-12-2010
Publisher
BioMed Central
Published in
BMC Medical Research Methodology / Issue 1/2010
Electronic ISSN: 1471-2288
DOI
https://doi.org/10.1186/1471-2288-10-91

Other articles of this Issue 1/2010

BMC Medical Research Methodology 1/2010 Go to the issue