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Record W290100704 · doi:10.4000/communiquer.1512

Recherches sur les technologies de l’information et de la communication et le développement

2015· article· fr· W290100704 on OpenAlexvenueno aff
Alain Kiyindou

Bibliographic record

VenueCommuniquer Revue de communication sociale et publique · 2015
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Media and Politics
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical sciencePhilosophy

Abstract

fetched live from OpenAlex

Le rapport entre technologie et développement met en jeu deux termes majeurs de notre discipline. D’abord, la technologie, qui est devenue le principal vecteur de la communication, et le développement, qui est un objectif partagé à la fois par des individus, des institutions, des sociétés et des nations. Mais au-delà de la technologie, c’est du numérique dont il s’agit. Ce rapport, s’il est de plus en plus questionné, a suscité des reflexions qui remontent au loin et qui sont liées à des technologies traditionnelles, voire classiques. Pour le chercheur en communication, plusieurs questions se posent : elles concernent les conditions optimales de son utilisation, les facteurs favorisant son adoption et les causes de résistance. Qu’est-ce qui fait qu’une technologie ou une application technologique connaisse un succès inattendu, alors que d’autres peinent à se faire adopter ? En quoi les technologies modifient-elles les pratiques en matière de développement ?

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)0.009
metaresearch head score (Gemma)0.027
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: Empirical · Consensus signal: none
Teacher disagreement score0.018
Threshold uncertainty score0.057

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.027
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.009
Science and technology studies0.0040.014
Scholarly communication0.0180.024
Open science0.0020.005
Research integrity0.0050.005
Insufficient payload (model declined to judge)0.0170.003

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 head0.202
GPT teacher head0.411
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 designNot applicable
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

Citations0
Published2015
Admission routes1
Has abstractyes

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Same venueCommuniquer Revue de communication sociale et publiqueSame topicSocial Media and PoliticsFrench-language works237,207