gender-classification-scientific-productivity
Brazillian scientific productivity from a grender perspective during the Covid-19 pandemic. IEEE Latin American Transactions
https://github.com/thegabrielsn/gender-classification-scientific-productivity
Science Score: 49.0%
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Low similarity (7.5%) to scientific vocabulary
Repository
Brazillian scientific productivity from a grender perspective during the Covid-19 pandemic. IEEE Latin American Transactions
Basic Info
Statistics
- Stars: 2
- Watchers: 2
- Forks: 2
- Open Issues: 1
- Releases: 0
Metadata Files
README.md
Brazilian scientific productivity from a gender perspective during the Covid-19 pandemic: classification and analysis via machine learning
IEEE Latin America Transactions
Produtividade cientfica na perspectiva de gnero durante a pandemia do Covid-19: classificao e anlise via aprendizado de mquina
Prerequisites
What things you need to have to be able to run:
- Python 3.6 +
- Pip 3+
- VirtualEnvWrapper is recommended but not mandatory
Requirements
bash
$ pip install requirements.txt
Bot
Dataset
- For training
Brasil.io click here
- For classification
Lattes Platform scraped data click here
The format of the scraped data file .csv:
| index | primeironome | nomecompleto | formacao | titulo | ano | |---- |---- |----- | ----- | ------ | ------ |
Trained models
Results
Output file format .csv
| primeironome | nomecompleto | gender | |---- |---- |----- |
- Some wrong name classification:
clik here ---
How to cite:
R. C. B. Rego, G. d. S. Nascimento, D. E. d. L. Rodrigues, S. M. Nascimento and V. M. L. Silva, "Brazilian scientific productivity from a gender perspective during the Covid-19 pandemic: classification and analysis via machine learning," in IEEE Latin America Transactions, vol. 21, no. 2, pp. 302-309, Feb. 2023, doi: 10.1109/TLA.2023.10015223.
Bibitex:
```bash @ARTICLE{10015223,
author={Rego, Rosana Cibely B. and Nascimento, Gabriel da Silva and Rodrigues, Davi Emmanuel de Lima and Nascimento, Samara Martins and Silva, Vernica Maria L.},
journal={IEEE Latin America Transactions},
title={Brazilian scientific productivity from a gender perspective during the Covid-19 pandemic: classification and analysis via machine learning},
year={2023},
volume={21},
number={2},
pages={302-309},
doi={10.1109/TLA.2023.10015223}} ```
Owner
- Name: Gabriel Silva
- Login: TheGabrielSN
- Kind: user
- Location: Campina Grande - Paraíba
- Company: ENACOM: From Science to Product
- Repositories: 2
- Profile: https://github.com/TheGabrielSN
Graduando em Engenharia de Computação - IFPB campus Campina Grande
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Dependencies
- keras ==2.7.0
- nltk ==3.2.5
- scikit-learn ==0.22.2.post1
- selenium ==3.141.0
- tensorflow ==2.7.0
- unidecode ==1.3.0
- actions/checkout v3 composite
- actions/dependency-review-action v1 composite