SAMBA

Selection and Misclassification Bias Adjustment for Logistic Regression Models

v1.0.0 · Jun 3, 2026 · GPL-3

Description

Health research using data from electronic health records (EHR) has gained popularity, but misclassification of EHR-derived disease status and lack of representativeness of the study sample can result in substantial bias in effect estimates and can impact power and type I error for association tests. Here, the assumed target of inference is the relationship between binary disease status and predictors modeled using a logistic regression model. 'SAMBA' implements several methods for obtaining bias-corrected point estimates along with valid standard errors as proposed in Beesley and Mukherjee (2020) <doi:10.1111/biom.13400>, Biometrics.

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Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	OK	75.9s
r-devel-linux-x86_64-debian-gcc	OK	64.9s
r-devel-linux-x86_64-fedora-clang	OK	111.2s
r-devel-linux-x86_64-fedora-gcc	OK	142.7s
r-devel-windows-x86_64	OK	109s
r-oldrel-macos-arm64	OK	36s
r-oldrel-macos-x86_64	OK	87s
r-oldrel-windows-x86_64	OK	129s
r-patched-linux-x86_64	OK	71.9s
r-release-linux-x86_64	OK
r-release-macos-arm64	OK	30s
r-release-macos-x86_64	OK	90s
r-release-windows-x86_64	OK	108s

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 6, 2026

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Alexander Rix <alexrix@umich.edu>’

Found the following URLs which should use \doi (with the DOI name only):
  File ‘approxdist.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859
  File ‘nonlogistic.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859
  File ‘obsloglik.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859
  File ‘obsloglikEM.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859
  File ‘sensitivity.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859

NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Alexander Rix <alexrix@umich.edu>’

Found the following URLs which should use \doi (with the DOI name only):
  File ‘approxdist.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859
  File ‘nonlogistic.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859
  File ‘obsloglik.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859
  File ‘obsloglikEM.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859
  File ‘sensitivity.Rd’:
    https://doi.org/10.1101/2019.12.26.19015859

Reverse Dependencies (1)

imports

COMBO

Dependency Network

Version History

2 tracked

updated 1.0.0 ← 0.9.0 diff Jun 3, 2026

new 0.9.0 Mar 10, 2026

R Observatory began tracking this package on Mar 10, 2026; it first appeared on CRAN Feb 20, 2020. Releases before tracking aren’t shown.