Browsing by Author "Angulo, Francisco"

Now showing 1 - 2 of 2
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    Effect of the Affordable Care Act on diabetes care at major health centers: newly detected diabetes and diabetes medication management
    (BMJ, 2021-06) Furmanchuk, Al'ona; Liu, Mei; Song, Xing; Waitman, Lemuel R.; Meurer, John R.; Osinski, Kristen; Stoddard, Alexander; Chrischilles, Elizabeth; McClay, James C.; Cowell, Lindsay G.; Tachinardi, Umberto; Embi, Peter J.; Mosa, Abu Saleh Mohammad; Mandhadi, Vasanthi; Shah, Raj C.; Garcia, Diana; Angulo, Francisco; Patino, Alejandro; Trick, William E.; Markossian, Talar W.; Rasmussen-Torvik, Laura J.; Kho, Abel N.; Black, Bernard S.; Biostatistics, School of Public Health
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    Establishing a framework for privacy-preserving record linkage among electronic health record and administrative claims databases within PCORnet®, the National Patient-Centered Clinical Research Network
    (BMC, 2022-10-31) Kiernan, Daniel; Carton, Thomas; Toh, Sengwee; Phua, Jasmin; Zirkle, Maryan; Louzao, Darcy; Haynes, Kevin; Weiner, Mark; Angulo, Francisco; Bailey, Charles; Bian, Jiang; Fort, Daniel; Grannis, Shaun; Krishnamurthy, Ashok Kumar; Nair, Vinit; Rivera, Pedro; Silverstein, Jonathan; Marsolo, Keith; Medicine, School of Medicine
    Objective: The aim of this study was to determine whether a secure, privacy-preserving record linkage (PPRL) methodology can be implemented in a scalable manner for use in a large national clinical research network. Results: We established the governance and technical capacity to support the use of PPRL across the National Patient-Centered Clinical Research Network (PCORnet®). As a pilot, four sites used the Datavant software to transform patient personally identifiable information (PII) into de-identified tokens. We queried the sites for patients with a clinical encounter in 2018 or 2019 and matched their tokens to determine whether overlap existed. We described patient overlap among the sites and generated a "deduplicated" table of patient demographic characteristics. Overlapping patients were found in 3 of the 6 site-pairs. Following deduplication, the total patient count was 3,108,515 (0.11% reduction), with the largest reduction in count for patients with an "Other/Missing" value for Sex; from 198 to 163 (17.6% reduction). The PPRL solution successfully links patients across data sources using distributed queries without directly accessing patient PII. The overlap queries and analysis performed in this pilot is being replicated across the full network to provide additional insight into patient linkages among a distributed research network.