Advanced search
Publication Cover
Clinical Epidemiology Volume 15, 2023 - Issue
Submit an article Journal homepage
250
Views
0
CrossRef citations to date
0
Altmetric
ORIGINAL RESEARCH

Adaptability of High Dimensional Propensity Score Procedure in the Transition from ICD-9 to ICD-10 in the US Healthcare System

Amir Sarayani1 Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA;2 Center for Drug Safety and Evaluation, University of Florida, Gainesville, FL, USACorrespondence[email protected] [email protected]
ORCID Iconhttps://orcid.org/0000-0003-2790-9938View further author information
ORCID Icon,
Joshua D Brown1 Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA;2 Center for Drug Safety and Evaluation, University of Florida, Gainesville, FL, USAView further author information
,
Christian Hampp1 Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA;3 Regeneron Pharmaceuticals Inc., Tarrytown, NY, USAORCID Iconhttps://orcid.org/0000-0002-1094-6364View further author information
ORCID Icon,
William T Donahoo4 Division of Endocrinology, Diabetes, & Metabolism, College of Medicine, University of Florida, Gainesville, FL, USA;5 Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, USAView further author information
&
Almut G Winterstein1 Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA;2 Center for Drug Safety and Evaluation, University of Florida, Gainesville, FL, USAORCID Iconhttps://orcid.org/0000-0002-6518-5961View further author information
ORCID Icon
Pages 645-660 | Received 14 Feb 2023, Accepted 20 Apr 2023, Published online: 29 May 2023

Figures & data

Table 1 Composition of Resampled Cohorts in Each Data Scenario

Figure 1 Visualization of data scenarios in resampled cohorts.

Figure 1 Visualization of data scenarios in resampled cohorts.

Table 2 Characteristics of Patients in the Parent and Resampled Study Cohorts

Figure 2 Summary of relative risk estimates using three different adaptation strategy for HDPS in each data scenario.

Figure 2 Summary of relative risk estimates using three different adaptation strategy for HDPS in each data scenario.

Figure 3 Residual bias in log relative risk using three different adaptation strategies for HDPS in each data scenario.

Figure 3 Residual bias in log relative risk using three different adaptation strategies for HDPS in each data scenario.

Figure 4 Root-mean-squared-error (RMSE) in log relative risk using three different adaptation strategies for HDPS in each data scenario.

Figure 4 Root-mean-squared-error (RMSE) in log relative risk using three different adaptation strategies for HDPS in each data scenario.

Figure 5 Propensity score density and histogram plots in data scenario C3 (nonuniform skewness data scenario).

Figure 5 Propensity score density and histogram plots in data scenario C3 (nonuniform skewness data scenario).

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.