Replication Package for: Metatheoretical, Hermeneutic, and Documental Evaluation of the Scientific Article: "An Analysis of ResearchGate and Academia.edu as Socio-Technical Systems for Scholars' Networked Learning: A Multilevel Framework Proposal.

This replication package contains the comprehensive dataset, structured Python source codes (leveraging Pandas, Matplotlib, Seaborn, NLTK, and Scikit-Learn libraries), and associated computational artifacts utilized in the multicriteria scientific evaluation report of the original manuscript by Stefania Manca (2017). This repository enables the systematic reproduction of textual mining operations, lexical frequency distributions, TF-IDF analysis, Latent Dirichlet Allocation (LDA) topic modeling, and the mapping of both conceptual and chronological networks.