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Multimodal Automated Phenotyping

1packages depend
4.6Kdownloads / year
85.3%test coverage
11/13flavors OK

Overview

About

Electronic health records (EHR) linked with biorepositories are a powerful platform for translational studies. A major bottleneck exists in the ability to phenotype patients accurately and efficiently. Towards that end, we developed an automated high-throughput phenotyping method integrating International Classification of Diseases (ICD) codes and narrative data extracted using natural language processing (NLP). Specifically, our proposed method, called MAP (Map Automated Phenotyping algorithm), fits an ensemble of latent mixture models on aggregated ICD and NLP counts along with healthcare utilization. The MAP algorithm yields a predicted probability of phenotype for each patient and a threshold for classifying subjects with phenotype yes/no (See Katherine P. Liao, et al. (2019) doi:10.1093/jamia/ocz066.).

Install

Health

CRAN checks
2NOTE11OK
Check messages
NOTERd contentsr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Rd files without \usage:
  ‘compound.Rd’ ‘exposition.Rd’ ‘pipe.Rd’
\arguments should not be documented without \usage.

CRAN check page ↗

Slowest check: 2.0 min · r-oldrel-macos-x86_64
Status changes
  • NOTE11 OK, 2 NOTENow
  • NOTE12 OK, 1 NOTE2026-07-11
  • OK14 OK2026-03-10
Advisories

none known

Documentation

In release 1.0.0
READMEYes · 710 wordsVignettesYes · 2 · dynamicNEWSNoCitation fileNoWebsiteYes · pkgdown
Help pages
5
Examples that run
100%2 run in a plain check
Exported functions with examples
25%
Documented parameters
100%
Return-value docs
100%
Help pages citing references
20%

Downloads

4.6K
CRAN downloads in the past year
Rank #9,600 · ~13/day · ~384/mo
Daily download trend is not available in this view yet.
36630 days
1K90 days
4.6K1 year
Compare downloads with other packages →
Also on70 r2u3 autocran

Repository

7Stars
3Forks
0Open issues
0Open PRs
0Releases
27Commits
4Commit identities
27 commits · Last activity 2025-01-08 · 0% stars, 30d
Responsiveness
How these are sampled
PRs merged (all time)
100%
Median days to close, 50 most recently updated closed issues
not measured
Median days to close, 50 most recently updated closed PRs
0

Stars over time

2025-06-24 · 72026-07-07 · 7
PracticesBeta

5 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/celehs/map on 2026-10-21.

Docs source (2)
pkgdown

GitHub Pages site last deployed 2025-01-08

pkgdown site last built 2025-01-08

Reproducibility and dev environment (2)
MakefileDockerfile
Lint, format, editor (1)
RStudio project
How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies
6 external dependencies (excludes base and recommended)

Installing MAP adds 3 packages (1 with compiled code, 1.4 MB of source tarballs). Heaviest: flexmix 1.1 MB, magrittr 275 KB, modeltools 15 KB.

Depends (3)
R >= 3.4.0flexmixMatrix
Imports (1)
LinkingTo (0)
none
Enhances (0)
none
Reverse dependencies
1direct
0indirect
Imports 1
Depends, Imports or LinkingTo, most downloaded first

Datasets

People & History

People (8)
Author, Maintainer since 1.0.0 (2024) · added in 1.0.0
Author · added in 1.0.0
<https://celehs.hms.harvard.edu>
Author · added in 1.0.0
<https://parse-health.org>
Author · added in 1.0.0
Author · added in 1.0.0
Author

Previously maintained by Jiehuan Sun (0.1.3).

Listed in earlier versions (1)
Katherine P. Liao
no longer listed · 0.1.3
Releases (2)

Pick two releases to compare their code metrics.

  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • 1.0.0Latest
    record
    2024-12-02 · current release · diff ↗ ·
    added 3 exports
    %$%, %<>%, %>%
  • R
    R 4.4.0 released · 2024-04-24
  • R
    R 4.3.0 released · 2023-04-21
  • R
    R 4.2.0 released · 2022-04-22
  • R
    R 4.1.0 released · 2021-05-18
  • R
    R 4.0.0 released · 2020-04-24
  • R
    R 3.6.0 released · 2019-04-26
  • 0.1.3
    record
    2019-04-01
  • R
    R 3.5.0 released · 2018-04-23

Package metadata

First published
2019-04-01
Total releases
2 / 7 yrs
License
GPL-3 OSI
Minimum R
≥ 3.4.0
Bundled data
58 KB / 1 file
Download size
76 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("MAP")
Charlon, T., CELEHS, PARSE Health, Cai, T., Hong, C., Liao, K., Sun, J., & Yu, S. (2024). MAP: Multimodal Automated Phenotyping (Version 1.0.0) [Computer software]. https://doi.org/10.32614/CRAN.package.MAP

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for MAP version 1.0.0 [Data set]. HJJB, LLC. Data release v2026-10-25. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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