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Followers do not dictate the virality of news outlets on social media

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Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/nml.21447openalex-snapshot
Liked on Facebook, liked for real?: Nonprofits' online popularity and financial performance
inferredcites →https://doi.org/10.1007/bf00389853openalex-snapshot
Firm size, firm growth, and persistence of chance: Testing GIBRAT's law with establishment data from Lower Saxony, 1978?1989
inferredcites →https://doi.org/10.1016/j.cell.2021.10.031openalex-snapshot
Infodemics: A new challenge for public health
inferredcites →https://doi.org/10.1016/j.econlet.2007.04.031openalex-snapshot
On the size distribution of business firms
inferredcites →https://doi.org/10.1016/j.ins.2023.119152openalex-snapshot
The drivers of online polarization: Fitting models to data
inferredcites →https://doi.org/10.1016/j.jet.2005.12.001openalex-snapshot
Attention economies
inferredcites →https://doi.org/10.1016/j.physa.2003.12.015openalex-snapshot
Do Pareto–Zipf and Gibrat laws hold true? An analysis with European firms
inferredcites →https://doi.org/10.1016/s0048-7333(02)00107-5openalex-snapshot
R&D and the growth of firms: empirical analysis of a panel of Italian firms
inferredcites →https://doi.org/10.1016/s0378-4371(02)01663-1openalex-snapshot
Growth and fluctuations of personal income
inferredcites →https://doi.org/10.1017/beq.2020.32openalex-snapshot
Ethics of the Attention Economy: The Problem of Social Media Addiction
inferredcites →https://doi.org/10.1017/s0003055419000352openalex-snapshot
Who Leads? Who Follows? Measuring Issue Attention and Agenda Setting by Legislators and the Mass Public Using Social Media Data
inferredcites →https://doi.org/10.1017/s0266267121000389openalex-snapshot
The marketplace of rationalizations
inferredcites →https://doi.org/10.1023/a:1007834210622openalex-snapshot
Firms' Growth, Size and Age: A Nonparametric Approach
inferredcites →https://doi.org/10.1038/22719openalex-snapshot
Similarities between the growth dynamics of university research and of competitive economic activities
inferredcites →https://doi.org/10.1038/379804a0openalex-snapshot
Scaling behaviour in the growth of companies
inferredcites →https://doi.org/10.1038/s41467-019-09311-wopenalex-snapshot
Accelerating dynamics of collective attention
inferredcites →https://doi.org/10.1038/s41562-022-01388-6openalex-snapshot
Combining interventions to reduce the spread of viral misinformation
inferredcites →https://doi.org/10.1038/s41586-023-06297-wopenalex-snapshot
Like-minded sources on Facebook are prevalent but not polarizing
inferredcites →https://doi.org/10.1038/s41586-024-07229-yopenalex-snapshot
Persistent interaction patterns across social media platforms and over time
inferredcites →https://doi.org/10.1038/s41598-019-43830-2openalex-snapshot
Modelling opinion dynamics in the age of algorithmic personalisation
inferredcites →https://doi.org/10.1038/s41598-019-57272-3openalex-snapshot
Rumor Propagation is Amplified by Echo Chambers in Social Media
inferredcites →https://doi.org/10.1038/srep00335openalex-snapshot
Competition among memes in a world with limited attention
inferredcites →https://doi.org/10.1038/srep09452openalex-snapshot
The production of information in the attention economy
inferredcites →https://doi.org/10.1038/srep37825openalex-snapshot
Echo Chambers: Emotional Contagion and Group Polarization on Facebook
inferredcites →https://doi.org/10.1051/jp1:1997180openalex-snapshot
Scaling Behavior in Economics: I. Empirical Results for Company Growth
inferredcites →https://doi.org/10.1073/pnas.0807435105openalex-snapshot
Laws of population growth
inferredcites →https://doi.org/10.1073/pnas.0902667106openalex-snapshot
Scaling laws of human interaction activity
inferredcites →https://doi.org/10.1073/pnas.1517441113openalex-snapshot
The spreading of misinformation online
inferredcites →https://doi.org/10.1073/pnas.1617052114openalex-snapshot
Anatomy of news consumption on Facebook
inferredcites →https://doi.org/10.1073/pnas.2023301118openalex-snapshot
The echo chamber effect on social media
inferredcites →https://doi.org/10.1073/pnas.2024292118openalex-snapshot
Out-group animosity drives engagement on social media
inferredcites →https://doi.org/10.1080/02650487.2017.1348035openalex-snapshot
Marketing through Instagram influencers: the impact of number of followers and product divergence on brand attitude
inferredcites →https://doi.org/10.1080/07359683.2020.1713575openalex-snapshot
Examining the relationship between social media engagement and hospital revenue
inferredcites →https://doi.org/10.1080/08985629400000004openalex-snapshot
Regional differences in small firm entry in manufacturing industries: Lower Saxony, 1979–1991†
inferredcites →https://doi.org/10.1086/261480openalex-snapshot
Tests of Alternative Theories of Firm Growth
inferredcites →https://doi.org/10.1093/pnasnexus/pgae090openalex-snapshot
Containing misinformation: Modeling spatial games of fake news
inferredcites →https://doi.org/10.1098/rsos.181122openalex-snapshot
Opinion formation on dynamic networks: identifying conditions for the emergence of partisan echo chambers
inferredcites →https://doi.org/10.1103/physreve.89.062808openalex-snapshot
Origin of Gibrat law in Internet: Asymmetric distribution of the correlation
inferredcites →https://doi.org/10.1103/physrevx.10.041042openalex-snapshot
Public Discourse and Social Network Echo Chambers Driven by Socio-Cognitive Biases
inferredcites →https://doi.org/10.1109/emr.2020.2979973openalex-snapshot
The Value of Followers on Social Media
inferredcites →https://doi.org/10.1111/j.1468-0297.2008.02182.xopenalex-snapshot
Limited Attention as a Scarce Resource in Information‐Rich Economies
inferredcites →https://doi.org/10.1111/j.1756-2171.2011.00155.xopenalex-snapshot
Competition for attention in the Information (overload) Age
inferredcites →https://doi.org/10.1111/jcom.12088openalex-snapshot
The Dynamics of Public Attention: Agenda-Setting Theory Meets Big Data
inferredcites →https://doi.org/10.1111/sipr.12091openalex-snapshot
Do social media undermine social cohesion? A critical review
inferredcites →https://doi.org/10.1126/science.aaa1160openalex-snapshot
Exposure to ideologically diverse news and opinion on Facebook
inferredcites →https://doi.org/10.1126/science.abp9364openalex-snapshot
How do social media feed algorithms affect attitudes and behavior in an election campaign?
inferredcites →https://doi.org/10.1126/science.ade7138openalex-snapshot
Asymmetric ideological segregation in exposure to political news on Facebook
inferredcites →https://doi.org/10.1145/3409116openalex-snapshot
A decade of social bot detection
inferredcites →https://doi.org/10.1145/375348.376626openalex-snapshot
The Attention economy
inferredcites →https://doi.org/10.1177/0002764213479369openalex-snapshot
“Not This One”
inferredcites →https://doi.org/10.1177/1065912917744895openalex-snapshot
Agenda Setting through Social Media: The Importance of Incidental News Exposure and Social Filtering in the Digital Era
inferredcites →https://doi.org/10.1177/1940161217704969openalex-snapshot
Intermedia Agenda Setting in the Social Media Age: How Traditional Players Dominate the News Agenda in Election Times
inferredcites →https://doi.org/10.1177/2056305115610141openalex-snapshot
News Sharing in Social Media: A Review of Current Research on News Sharing Users, Content, and Networks
inferredcites →https://doi.org/10.1214/aoms/1177731607openalex-snapshot
Cumulative Frequency Functions
inferredcites →https://doi.org/10.1257/0002828043052303openalex-snapshot
Gibrat's Law for (All) Cities
inferredcites →https://doi.org/10.1371/journal.pone.0118093openalex-snapshot
Science vs Conspiracy: Collective Narratives in the Age of Misinformation
inferredcites →https://doi.org/10.1371/journal.pone.0181821openalex-snapshot
Debunking in a world of tribes
inferredcites →https://doi.org/10.1371/journal.pone.0229129openalex-snapshot
Selective exposure shapes the Facebook news diet
inferredcites →https://doi.org/10.1371/journal.pone.0286150openalex-snapshot
Characterizing engagement dynamics across topics on Facebook
inferredcites →https://doi.org/10.1509/jmr.10.0353openalex-snapshot
What Makes Online Content Viral?
inferredcites →https://doi.org/10.2307/1909116openalex-snapshot
A Model of Business Firm Growth
inferredcites →https://doi.org/10.2307/1912606openalex-snapshot
Selection and the Evolution of Industry
inferredcites →https://doi.org/10.2307/2097961openalex-snapshot
Testing the Law of Proportionate Effect
inferredcites →https://doi.org/10.2307/2098588openalex-snapshot
The Relationship Between Firm Growth, Size, and Age: Estimates for 100 Manufacturing Industries
inferredcites →https://doi.org/10.69554/hrdr8448openalex-snapshot
The impact of social media on return on investment: Registrations and revenue

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.5355426openalex-extracted
Patterns, Models, and Challenges in Online Social Media: A Survey
inferred← citeshttps://doi.org/10.1016/j.techfore.2026.124668openalex-snapshot
Examining the relationship between content length and engagement with news outlets on multiple social media platforms
inferred← citeshttps://doi.org/10.1038/s41598-024-84960-6openalex-snapshot
Evaluating the effect of viral posts on social media engagement
inferred← citeshttps://doi.org/10.1038/s41598-025-19776-zopenalex-snapshot
Ideology and polarization set the agenda on social media
inferred← citeshttps://doi.org/10.1057/s41599-026-07095-1openalex-snapshot
Echo platforms and partisan hashtags: mapping misinformation and thematic divides in the 2024 U.S. election
inferred← citeshttps://doi.org/10.1098/rspa.2026.0159openalex-snapshot
Modelling the feedback-driven dynamics of news coverage and engagement on social media
inferred← citeshttps://doi.org/10.1140/epjds/s13688-026-00632-7openalex-snapshot
Engagement with political videos on TikTok during the 2025 German federal election
inferred← citeshttps://doi.org/10.1371/journal.pone.0336136openalex-snapshot
Social media impact on public attention: Paris Olympics case study
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