Supplementary data for "Undergraduate Gender Diversity and the Direction of Scientific Research" (PART 2)

All files except for "MTI.zip" in this depository are Microsoft Academic Graph data (April 2018 Extract) used for "Undergraduate Gender Diversity and the Direction of Scientific Research" 

The attribution license of the Microsoft Academic Graph is ODC-BY

Please cite the following paper in publications and reports using the Microsoft Academic Graph:

Arnab Sinha, Zhihong Shen, Yang Song, Hao Ma, Darrin Eide, Bo-June (Paul) Hsu, and Kuansan Wang. 2015. An Overview of Microsoft Academic Service (MA) and Applications. In Proceedings of the 24th International Conference on World Wide Web (WWW '15 Companion). ACM, New York, NY, USA, 243-246. DOI=http://dx.doi.org/10.1145/2740908.2742839

PaperAbstractInvertedIndex.txt has been split into 9 parts because the original file is 137GB, which exceeds the upload limit of Zenodo. PaperAbstractInvertedIndex_3.txt to PaperAbstractInvertedIndex_9.txt are available in this repository. See Supplementary data for "Undergraduate Gender Diversity and the Direction of Scientific Research" (PART 1) DOI=10.5281/zenodo.11388912 for remaining data.

MTI.zip contains output from Medical Text Indexer. Specifically, the National Library of Medicine offers an online tool, Medical Text Indexer (MTI) (https://lhncbc.nlm.nih.gov/ii/tools/MTI.html), to provide indexing recommendations based on the Medical Subject Headings (MeSH) vocabulary. Specifically, we uploaded to the first 2500 characters of the title and abstract of all papers in our sample in batch mode (Accessed in October 2021). A copy of the output of the MTI is provided as part of this archive "papers_coed_for_MTI_1_output.txt.zip", "papers_coed_for_MTI_2_output.txt.zip", "papers_coed_for_MTI_3_output.txt.zip"

To replicate the results in "Undergraduate Gender Diversity and the Direction of Scientific Research", do not decompress the PaperAbstractInvertedIndex files and MTI files. Place the PaperAbstractInvertedIndex files in the "data/raw/MAG" directory and place the MTI files in the "data/raw/MTI" directory. The associated code repository can be found at AEA Data and Code Repository (openicpsr-204361).

Affiliations.txt

Description Type

Affiliation ID

Rank

Normalized name

Display name

Paper count

Citation count 

Authors.txt

Author ID

Rank

Normalized name

Display name

Last known affiliation ID

Paper count

Citation count

FieldsOfStudy.txt

Field of study ID

Rank

Normalized name

Display name

Level

Paper count

Citation count

FieldsOfStudyChildren.txt

Field of study ID

Child field of study ID 

Journals.txt

Journal ID

Rank

Normalized name

Display name

Paper count

Citation count 

Papers.txt

Paper ID

Rank

Doi

Doc type

Paper title

Original title

Book title

Year

Date

Publisher

Journal ID 

Conference Series ID

Conference instance ID

Volume

Issue

First page

Last page 

Reference count

Citation count

Estimated citation 

PaperAbstractInvertedIndex.txt

Paper ID

Abstract

PaperAuthorAffiliations.txt

Paper ID

Author ID

Affiliation ID

Author sequence number 

PaperFieldsOfStudy.txt

Paper ID

Field of study ID

Similarity

PaperReferences.txt

Paper ID

Paper reference ID