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Record W2148059175 · doi:10.5334/sta.fc

Journalism from the ‘Silicon Savannah’: The Vexed Relationship Between Nairobi’s Newsmakers and its ICT4D Community

2015· article· en· W2148059175 on OpenAlexvenueno aff
Nicholas Benequista

Bibliographic record

VenueStability International Journal of Security and Development · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicMedia Studies and Communication
Canadian institutionsnot available
FundersEconomic and Social Research CouncilCarnegie Corporation of New York
KeywordsJournalismKenyaPoliticsPublic relationsICTSPolitical scienceInformation and Communications TechnologySociologyMedia studiesLaw

Abstract

fetched live from OpenAlex

During the course of a year-long knowledge exchange initiative called the Networked News Lab, a small group of Kenyan journalists and a PhD researcher from the London School of Economics and Political Science sought to identify opportunities for collaboration between newsmakers and practitioners from the field of information and communication technologies for development (ICT4D). In almost every instance, the project failed to promote cooperation between the two groups, though it succeeded in highlighting the fundamental issues that separate them. Drawing from interviews, project documents and participant observation, this chapter describes the incompatibilities between the two communities and what they suggest about current efforts to strengthen journalism in Africa through the application of ICTs.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.387
Threshold uncertainty score0.855

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.174
GPT teacher head0.356
Teacher spread0.182 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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
Published2015
Admission routes1
Has abstractyes

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