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OSI Modelling and Analysis

This folder contains R code to replicate the analyses done in the paper. It further contains a copy of the dataset we analysed in the paper, thus analyses can be reproduced independently from the creation of the dataset from scratch.

  • R models: code to replicate the modelling analyses.
  • R descriptive: code to replicate the descriptive analyses.
  • dataset/compressed: folder containing the zipped copy of the datasets used for analysis, created as per instructions in R models. Please unzip them in the /dataset folder for reproducing our results.
    • DATASET.csv: contains the complete data frame used for modelling.
    • df_OSI.csv: contains the OSI data frame, consolidated from version 5.
    • df_OSI_classes_top.csv: contains the ANZSRC FoR Division as dummy variables.
    • export_plos.csv: contains citation counts (as in the datasets/exports folder).

Instructions

See comments in the code.

Requirements

We used the following R libraries (and versions):

  • R 4.3.2
  • ggplot2 3.4.4
  • GGally 2.1.2
  • VGAM 1.1.9
  • glamss 5.4.20
  • MASS 7.3.60
  • stargazer 5.2.3
  • dyplr 1.1.3
  • xtable 1.8.4