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Record W4405171205 · doi:10.22215/cjers.v17i2.4454

From Media Capture to Platform Capture: Reflections on Three Decades of a Free Czech Media

2024· article· en· W4405171205 on OpenAlexvenueno aff
Todd Nesbitt

Bibliographic record

VenueThe Canadian Journal of European and Russian Studies · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicIntellectual Property Rights and Media
Canadian institutionsnot available
Fundersnot available
KeywordsCzechComputer scienceLinguistics

Abstract

fetched live from OpenAlex

This paper examines the evolution of the media in the Czech Republic during the first three decades as an independent state (1993-2023). The paper reflects on the media’s role in the changing political landscape, where economic and political interests intertwine, exploring the transition from a state-controlled system to a media landscape characterized by extensive foreign ownership and, ultimately, a concentrated domestic ownership market. It traces the initial privatization of media outlets, followed by the flood of foreign ownership it attracted to an unexpected shift in ownership, marked by the exit of international media companies and the rise of domestic oligarchs, resulting in a media environment distinguished by influence over ideology. The paper balances the nation’s thirtieth anniversary by suggesting that the challenges of media capture that characterized the preceding decade have begun to recede, only to be replaced by a new type of capture, this time in the context of platforms. De la capture des médias à la capture des réseaux sociaux : Trois décennies de médias libres en République tchèque Dans cet article, l’auteur examine l'évolution complexe des médias tchèques au cours des trois premières décennies d’indépendance de la république (1993-2023). Il propose une réflexion sur le rôle des médias dans un contexte politique en pleine transformation, où les intérêts économiques et politiques s'entremêlent, et explore la transition de la machine de propagande contrôlée par l'État vers un écosystème dominé par la propriété étrangère et, finalement, vers ce même écosystème capturé par des oligarques locaux. Il retrace la privatisation initiale du marché, l'afflux de capitaux étrangers qu'elle a attiré, puis le retrait inattendu des sociétés internationales et la montée en puissance des oligarques, qui peuvent influencer l'idéologie nationale grâce à leur contrôle des médias. L’auteur dresse le bilan médiatique de la République tchèque, à son trentième anniversaire, suggérant que les défis engendrés par la capture des médias par les oligarques qui ont caractérisé la décennie précédente ont commencé à s'estomper, pour être remplacés par les défis d'un nouveau type de capture, cette fois dans le contexte des réseaux sociaux.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.102
Threshold uncertainty score0.203

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.011
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.003
Science and technology studies0.0120.016
Scholarly communication0.0200.012
Open science0.0010.012
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0080.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.122
GPT teacher head0.330
Teacher spread0.208 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

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Same venueThe Canadian Journal of European and Russian StudiesSame topicIntellectual Property Rights and MediaFrench-language works237,207