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Record W7117887355 · doi:10.58898/sij.v4i2.98-103

Journalism in the Transition from the Old to the New Age

2025· article· W7117887355 on OpenAlexaff
Maja Vojinović, Dragić Rabrenović

Bibliographic record

VenueSocial informatics journal · 2025
Typearticle
Language
FieldArts and Humanities
TopicLiterature, Film, and Journalism Analysis
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsJournalismPublicationFocus (optics)The InternetTransition (genetics)Statement (logic)Function (biology)

Abstract

fetched live from OpenAlex

Stories in magazines, articles in newspapers, television news, radio broadcasts, multimedia content, Internet platforms are types of media and therefore is the statement "the media is all around us". Because of this, many people often take media for granted and do not actively think about the information they read, see or hear. Also, there are many prejudices about journalism, journalists and editors, and they are the ones who collect, select, process and shape, and ultimately publish information through the media. This paper will explore the history of journalism, its basic definitions, journalistic codes and genres, as well as its function in contemporary society, with a particular focus on the development of online journalism.

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)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.692
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0070.000
Scholarly communication0.0110.001
Open science0.0020.000
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.019
GPT teacher head0.257
Teacher spread0.238 · 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.

Study designNot applicable
Domainnot available
GenreCommentary

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
Published2025
Admission routes1
Has abstractyes

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