IDEAS home Printed from https://ideas.repec.org/p/osf/socarx/37bvc_v1.html

Closing the Visibility Gap: A Design Science Approach to Algorithmically Competitive Counter-Speech

Author

Listed:
  • Andres, Dionysios

    (TruthShield)

Abstract

A recent integrative review identified the Visibility Gap as the structural discrepancy between the epistemic quality of counter-speech and its algorithmic competitiveness in platformised information environments. This article addresses the gap through design science research. Drawing on the Bystander Effect (Latané and Darley, 1970), social proof theory (Traberg, 2025), Population Intelligence (Tatham, 2015), the chronos/kairos distinction (Miller, 1994), the regulatory-theoretical diagnosis of the Public Discourse Paradox (Bassan, 2024, 2025), and cognitive warfare theory (Rushing et al., 2026), I derive five design principles for counter speech that combines verification capacity with algorithmic reach: platform-nativity, com municative plurality, temporal competitiveness, epistemic integrity under optimisation, and transparent automation. I present an artifact instantiating these principles through a four layer architecture integrating automated detection, persona-based intervention, embedded micro-inoculation, and adaptive evaluation. The artifact uses Thompson Sampling to op timise communicative delivery while structurally excluding factual content from the opti misation space. Evaluation through expert review and computational simulation supports the theoretical coherence of the design, provides preliminary evidence that the immutable constraint architecture resists reward poisoning under controlled conditions, and identifies persona authenticity and the tension between temporal competitiveness and human oversight as primary risks for field deployment. The central finding is that verification capacity and algorithmic reach, while analytically independent, are operationally coupled: achieving algo rithmic competitiveness imposes constraints that interact with verification standards. The article contributes to scholarship on counter-speech, platform governance, and information disorder by demonstrating that the Visibility Gap is a design deficit rather than a knowledge deficit, and that principled design within a regulatory frame that legal-theoretical analysis has independently diagnosed can address it.

Suggested Citation

  • Andres, Dionysios, 2026. "Closing the Visibility Gap: A Design Science Approach to Algorithmically Competitive Counter-Speech," SocArXiv 37bvc_v1, Center for Open Science.
  • Handle: RePEc:osf:socarx:37bvc_v1
    DOI: 10.31219/osf.io/37bvc_v1
    as

    Download full text from publisher

    File URL: https://osf.io/download/69fb87abb6f8e890e98b909e/
    Download Restriction: no

    File URL: https://libkey.io/10.31219/osf.io/37bvc_v1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:osf:socarx:37bvc_v1. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: OSF (email available below). General contact details of provider: https://arabixiv.org .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.