MétaCan
Menu
Back to cohort
Record W3087444756 · doi:10.1051/nss/2022008

La prédation dans le champ de la publication scientifique : un objet de recherche révélateur des mutations de la communication scientifique ouverte

2021· article· fr· W3087444756 on OpenAlexfundno aff
Chérifa Boukacem‐Zeghmouri, Sarah Rakotoary, Pascal Bador

Bibliographic record

VenueNatures Sciences Sociétés · 2021
Typearticle
Languagefr
FieldComputer Science
TopicCultural Insights and Digital Impacts
Canadian institutionsnot available
FundersUniversité du Québec à Montréal
KeywordsHumanitiesPhilosophyPolitical science

Abstract

fetched live from OpenAlex

L’article présente un état de l’art critique du phénomène des revues prédatrices qui touche le champ de la communication scientifique et en fait une de ses actualités les plus médiatisées. Il rend compte des débats en cours, des recherches menées et de leurs méthodologies. L’article discute la définition de la revue prédatrice et propose une analyse du nouveau marché de listes de revues « légitimes » et « illégitimes ». Il identifie les principaux enjeux éthiques et scientifiques que les revues prédatrices font peser sur la publication en Libre Accès et rend compte des contextes qui conduisent des chercheurs (jeunes et seniors) à y publier. En rattachant les revues prédatrices au champ de la communication scientifique, l’article en pointe les principales problématiques et les érige en objet de recherche. L’article conclut sur des pistes de recherches contribuant à l’analyse des mutations de la communication scientifique numérique.

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)0.018
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.589
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0180.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.004
Science and technology studies0.0030.005
Scholarly communication0.0090.005
Open science0.0020.001
Research integrity0.0010.001
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 head0.411
GPT teacher head0.457
Teacher spread0.046 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
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

Citations6
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueNatures Sciences SociétésSame topicCultural Insights and Digital ImpactsFrench-language works237,207