It's all in the timing: calibrating temporal penalties for biomedical data sharing. (26th September 2017)
- Record Type:
- Journal Article
- Title:
- It's all in the timing: calibrating temporal penalties for biomedical data sharing. (26th September 2017)
- Main Title:
- It's all in the timing: calibrating temporal penalties for biomedical data sharing
- Authors:
- Xia, Weiyi
Wan, Zhiyu
Yin, Zhijun
Gaupp, James
Liu, Yongtai
Clayton, Ellen Wright
Kantarcioglu, Murat
Vorobeychik, Yevgeniy
Malin, Bradley A - Abstract:
- Abstract: Objective: Biomedical science is driven by datasets that are being accumulated at an unprecedented rate, with ever-growing volume and richness. There are various initiatives to make these datasets more widely available to recipients who sign Data Use Certificate agreements, whereby penalties are levied for violations. A particularly popular penalty is the temporary revocation, often for several months, of the recipient's data usage rights. This policy is based on the assumption that the value of biomedical research data depreciates significantly over time; however, no studies have been performed to substantiate this belief. This study investigates whether this assumption holds true and the data science policy implications. Methods: This study tests the hypothesis that the value of data for scientific investigators, in terms of the impact of the publications based on the data, decreases over time. The hypothesis is tested formally through a mixed linear effects model using approximately 1200 publications between 2007 and 2013 that used datasets from the Database of Genotypes and Phenotypes, a data-sharing initiative of the National Institutes of Health. Results: The analysis shows that the impact factors for publications based on Database of Genotypes and Phenotypes datasets depreciate in a statistically significant manner. However, we further discover that the depreciation rate is slow, only ∼10% per year, on average. Conclusion: The enduring value of data forAbstract: Objective: Biomedical science is driven by datasets that are being accumulated at an unprecedented rate, with ever-growing volume and richness. There are various initiatives to make these datasets more widely available to recipients who sign Data Use Certificate agreements, whereby penalties are levied for violations. A particularly popular penalty is the temporary revocation, often for several months, of the recipient's data usage rights. This policy is based on the assumption that the value of biomedical research data depreciates significantly over time; however, no studies have been performed to substantiate this belief. This study investigates whether this assumption holds true and the data science policy implications. Methods: This study tests the hypothesis that the value of data for scientific investigators, in terms of the impact of the publications based on the data, decreases over time. The hypothesis is tested formally through a mixed linear effects model using approximately 1200 publications between 2007 and 2013 that used datasets from the Database of Genotypes and Phenotypes, a data-sharing initiative of the National Institutes of Health. Results: The analysis shows that the impact factors for publications based on Database of Genotypes and Phenotypes datasets depreciate in a statistically significant manner. However, we further discover that the depreciation rate is slow, only ∼10% per year, on average. Conclusion: The enduring value of data for subsequent studies implies that revoking usage for short periods of time may not sufficiently deter those who would violate Data Use Certificate agreements and that alternative penalty mechanisms may need to be invoked. … (more)
- Is Part Of:
- Journal of the American Medical Informatics Association. Volume 25:Number 1(2018)
- Journal:
- Journal of the American Medical Informatics Association
- Issue:
- Volume 25:Number 1(2018)
- Issue Display:
- Volume 25, Issue 1 (2018)
- Year:
- 2018
- Volume:
- 25
- Issue:
- 1
- Issue Sort Value:
- 2018-0025-0001-0000
- Page Start:
- 25
- Page End:
- 31
- Publication Date:
- 2017-09-26
- Subjects:
- biomedical data science -- data sharing -- policy -- economics of data -- genomics
Medical informatics -- Periodicals
Information Services -- Periodicals
Medical Informatics -- Periodicals
Médecine -- Informatique -- Périodiques
Informatica
Geneeskunde
Informatique médicale
Computer network resources
Electronic journals
610.285 - Journal URLs:
- http://jamia.bmj.com/ ↗
http://www.jamia.org ↗
http://www.pubmedcentral.nih.gov/tocrender.fcgi?journal=76 ↗
http://www.sciencedirect.com/science/journal/10675027 ↗
http://jamia.oxfordjournals.org/ ↗
http://www.oxfordjournals.org/en/ ↗ - DOI:
- 10.1093/jamia/ocx101 ↗
- Languages:
- English
- ISSNs:
- 1067-5027
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4689.025000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 15142.xml