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Record W203356956

Creating a Presence on Social Networks Via Narbs

2010· article· en· W203356956 on OpenAlexaboutno aff
Marwan M. Kraidy, Sara Mourad

Bibliographic record

VenueGlobal media journal Australia · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Media and Politics
Canadian institutionsnot available
Fundersnot available
KeywordsSocial mediaContext (archaeology)GlobalizationScholarshipSociologyThe InternetAffordancePoliticsDigital mediaMedia studiesComputer sciencePolitical scienceWorld Wide WebLaw
DOInot available

Abstract

fetched live from OpenAlex

Introduction The field of global communication studies has yet to come to terms with changes in the global media environment that began with the advent of the Internet and accelerated with the rise of mobile devices, social networking media, and user-generated content. These developments pose a radical challenge to the theoretical frameworks that have traditionally dominated international communication scholarship, if only because serious attempts to capture contemporary media dynamics require us to leave behind the meta-theoretical frameworks of modernization, dependency and globalization, and focus sharply on case-studies that yield insight about context-bound communication processes and their social and political implications. Indeed, we argue in this essay, whereas television was the default and often unstated fulcrum of much of global communication theory, the emergent global media environment is best understood as a transnational (see Kraidy, 2006) in which so-called old media like television and the newspaper join emergent media like mobile devices, social media, video on the Internet, and others to create a communication space the social and political implications of which we are only beginning to discern. In this brief essay we purport to tease out some of the theoretical implications of the emergence of digital culture for global communication studies. To that end, we use the Middle East not as a container where we can capture distinct hypermedia dynamics, but rather as an optic on the changing nature of global communication in the digital age. It is our hope that the case studies we discuss hold insights applicable beyond the contemporary Middle East. Therefore it is our objective to point the discussion into a comparative direction with broad relevance to global communication studies. With that in mind, we first explicate the notion of hypermedia space, then we move forward to look at the role of hypermedia space in political upheaval in Lebanon in 2005 and Iran in 2009, and finally we conclude with a discussion of the broader implications of these two cases for global communication studies. Before we describe and analyze the case-studies, let us clarify what we mean by hypermedia space. 1. Defining Hypermedia Space Though the term hypermedia has been in use for a long time, we credit our use of the term to the Canadian international relations theorist Ronald Deibert (1997) who argues that the term hypermedia: ... not only captures the convergence of discrete technologies, it also suggests the massive penetration and ubiquity of electronic media characteristic of the new communications environment ... the prefix hyper (meaning over or above) emphasizes two central characteristics of that environment: the speed by which communications currently take place, and the intertextuality or interoperatibility of once-discrete media ... linked together into a single seamless web of digital-electronic-telecommunications(pp. 114-115). Though Deibert formulated his ideas on hypermedia before the advent of YouTube, Facebook and Twitter, it is clear that these new developments reinforce the ease and fluidity with which digitized information moves between various media. Mobile telephony, tweets, email, social networks, text messaging, digital cameras, online videos, electronic newspapers, and satellite television thus constitute a fluid communicative environment: hypermedia space. Clearly, the new media environment described in the preceding paragraph has implications for social and political communication. The advent of hypermedia space constitutes a qualitative leap in the ways that people seek, access, produce, and react to information. Most importantly, hypermedia space broadens access to the means of communication, since it is obviously easier for average people to produce messages today in the era of mobile devices and blogs than it was in the days of state-owned broadcasting, telephone landlines, and the daily newspaper delivered to the door or purchased at the store. …

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)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.048
Threshold uncertainty score0.160

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.005
Scholarly communication0.0070.011
Open science0.0010.008
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0480.007

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 head0.060
GPT teacher head0.383
Teacher spread0.323 · 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 designNot applicable
Domainnot available
GenreOther

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".

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Citations15
Published2010
Admission routes1
Has abstractyes

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