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Record Linkage of Crashes with Injuries and Medical Cost in Puerto Rico
- Source :
- Transportation Research Record: Journal of the Transportation Research Board. 2674:739-748
- Publication Year :
- 2020
- Publisher :
- SAGE Publications, 2020.
-
Abstract
- Cost considerations are critical in the analysis and prevention of traffic crashes. Integration of cost data into crash datasets facilitates the crash-cost analyses with all their related attributes. It is, however, a challenging task because of the lack of availability of unique identifiers across the databases and because of privacy and confidentiality regulations. This study performed a record linkage comparison between the deterministic and probabilistic approaches using attributes matching techniques with numerical distance and weight patterns under the Fellegi–Sunter approach. As a result, the deterministic algorithm developed using the exact match of the 14-digit police accident record number had an overall matching performance of 52.38% of real matched records, while the probabilistic algorithm had an overall matching performance of 70.41% with a quality measurement of the sensitivity of 99.99%. The deterministic approach was thus outperformed by the probabilistic approach by approximately 20% of records matched. The probabilistic matching with numerical variables seems to be a good matching strategy supported by quality variables. On record matching, a multivariable regression model was developed to model medical costs and identify factors that increase the costs of treating injured claimants in Puerto Rico.
Details
- ISSN :
- 21694052 and 03611981
- Volume :
- 2674
- Database :
- OpenAIRE
- Journal :
- Transportation Research Record: Journal of the Transportation Research Board
- Accession number :
- edsair.doi...........63efe94f78c01551647e13d24bdfbe12
- Full Text :
- https://doi.org/10.1177/0361198120935439