This study focus on the contrasting dynamics of discussion and information dissemination on two influential platforms: X and Wikipedia. While X often serves as a battleground for contentious debates, where users engage in direct confrontation, Wikipedia fosters a collaborative environment aimed at reaching consensus. Focusing on polarizing issues such as the ongoing Russian invasion of Ukraine, the research examines how information is shared, contested, and shaped within these distinct communities. Data from X, collected using the hashtag #UkraineRussiaWar, undergoes a NLP process to categorize and highlight the diverse topics discussed. By classifying the data into Pro-war or Against-war perspectives, I analyze user reactions and the primary themes driving these discussions. For Wikipedia, I gathered and analyzed comments and contributions from various authors, providing insights into the collaborative discourse and consensus-building process

Algorithmic Influence on Conflict and Cooperation in Digital Communities / A. Russo, A. Caliandro. - In: PLOS COMPLEX SYSTEMS. - ISSN 2837-8830. - (2026). [Epub ahead of print] [10.1371/journal.pcsy.0000087]

Algorithmic Influence on Conflict and Cooperation in Digital Communities

A. Caliandro
Ultimo
2026

Abstract

This study focus on the contrasting dynamics of discussion and information dissemination on two influential platforms: X and Wikipedia. While X often serves as a battleground for contentious debates, where users engage in direct confrontation, Wikipedia fosters a collaborative environment aimed at reaching consensus. Focusing on polarizing issues such as the ongoing Russian invasion of Ukraine, the research examines how information is shared, contested, and shaped within these distinct communities. Data from X, collected using the hashtag #UkraineRussiaWar, undergoes a NLP process to categorize and highlight the diverse topics discussed. By classifying the data into Pro-war or Against-war perspectives, I analyze user reactions and the primary themes driving these discussions. For Wikipedia, I gathered and analyzed comments and contributions from various authors, providing insights into the collaborative discourse and consensus-building process
computational sociology; digital methods; polarization; social formations
Settore GSPS-06/A - Sociologia dei processi culturali e comunicativi
   Feedback culture: assessing the effects of algorithmic recommendations on platformized consumption - ALGOFEED
   ALGOFEED
   MINISTERO DELL'UNIVERSITA' E DELLA RICERCA
   2022YRJ83A_001
2026
6-apr-2026
https://journals.plos.org/complexsystems/article?id=10.1371/journal.pcsy.0000087
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/1244857
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