covid

A simulated data set of hospitalization Length of Stay (LOS) and mortality from 6 sites

datasets

A collection of privacy-preserving distributed algorithms for conducting multi-site data analyses. The regression analyses can be linear regression for continuous outcome, logistic regression for binary outcome, Cox proportional hazard regression for time-to event outcome, Poisson regression for count outcome, or multi-categorical regression for nominal or ordinal outcome. The PDA algorithm runs on a lead site and only requires summary statistics from collaborating sites, with one or few iterations. The package can be used together with the online system (<https://pda-ota.pdamethods.org/>) for safe and convenient collaboration. For more information, please visit our software websites: <https://github.com/Penncil/pda>, and <https://pdamethods.org/>.

Jiajie Chen

Privacy-Preserving Distributed Algorithms

Chongliang Luo

Rui Duan

Mackenzie Edmondson

Jiayi Tong

Xiaokang Liu

Kenneth Locke

Yong Chen

Penn Computing Inference Learning (PennCIL) lab 

covid function

A data frame with 2100 rows and 6 variables:<dl>
 <dt>site</dt>
<dd>site id, 600 'site1', 500 'site2', 400 'site3', 300 'site4', 200 'site5', 100 'site6'</dd> <dt>age</dt>
<dd>continuous age in year, min 3 max 97</dd> <dt>sex</dt>
<dd>2 categories, '1' for male and '0' for female</dd> <dt>lab</dt>
<dd>lab test results, continuous value ranging from 2.3 to 97.4</dd> <dt>los</dt>
<dd>LOS in days, ranging from 1 to 29</dd> <dt>death</dt>
<dd>mortality status, '1' for death and '0' for alive.</dd>
</dl>

Format

COVID-19 LOS and mortality data — covid

A data frame with 2100 rows and 6 variables:<dl>
 <dt>site</dt>
<dd>site id, 600 'site1', 500 'site2', 400 'site3', 300 'site4', 200 'site5', 100 'site6'</dd>

 <dt>age</dt>
<dd>continuous age in year, min 3 max 97</dd>

 <dt>sex</dt>
<dd>2 categories, '1' for male and '0' for female</dd>

 <dt>lab</dt>
<dd>lab test results, continuous value ranging from 2.3 to 97.4</dd>

 <dt>los</dt>
<dd>LOS in days, ranging from 1 to 29</dd>

 <dt>death</dt>
<dd>mortality status, '1' for death and '0' for alive.</dd>


</dl>

COVID-19 LOS and mortality data

covid: COVID-19 LOS and mortality data

Description

Usage

Arguments

Format