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https://github.com/asreview/paper-simulation-smid-2020-mbr

This repository contains scripts to reproduce the results from Ferdinands (2020).

https://github.com/asreview/paper-simulation-smid-2020-mbr

Science Score: 13.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ○
    codemeta.json file
  • ○
    .zenodo.json file
  • ✓
    DOI references
    Found 3 DOI reference(s) in README
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    Academic publication links
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    Institutional organization owner
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    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (6.5%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

This repository contains scripts to reproduce the results from Ferdinands (2020).

Basic Info
  • Host: GitHub
  • Owner: asreview
  • License: mit
  • Language: Shell
  • Default Branch: main
  • Size: 2.93 KB
Statistics
  • Stars: 0
  • Watchers: 3
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 5 years ago · Last pushed over 5 years ago

https://github.com/asreview/paper-simulation-smid-2020-mbr/blob/main/ 

This repository contains scripts to reproduce the results from the study:

Gerbrich Ferdinands (2020) AI-Assisted Systematic Reviewing: Selecting Studies to Compare Bayesian Versus Frequentist SEM for Small Sample Sizes, Multivariate Behavioral Research, DOI: [10.1080/00273171.2020.1853501](https://doi.org/10.1080/00273171.2020.1853501)

The persistent version of these scripts, the data, and results can be found at the Open Science Framework:

Ferdinands, G. (2021). Supplementary material for publication in Multivariate Behavioural Research (Ferdinands, 2020). Retrieved from [osf.io/re3cd](https://osf.io/re3cd/)

# Simulation study
To reproduce the results presented in this study, run the following in your
terminal:

```
# install required software (such as ASReview)
pip install requirements.txt

# run all simulations
./simulation_scripts.sh

# get statistics
asreview stat simoutput/nb
asreview stat simoutput/logistic

# create figure
python plots.py
```

# License
This repository has an MIT license.

Owner

  • Name: ASReview
  • Login: asreview
  • Kind: organization
  • Email: asreview@uu.nl
  • Location: Utrecht University

ASReview - Active learning for Systematic Reviews

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Dependencies

requirements.txt pypi
  • asreview ==0.12
  • asreview-visualization ==0.2.1
  • h5py ==2.10.0
  • matplotlib ==3.2.2
  • numpy ==1.19.0
  • pandas ==1.0.5
  • pathlib ==1.0.1
  • scikit-learn ==0.23.1
  • sklearn ==0.0