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Record W2735165377 · doi:10.29173/cais365

Using the Web Server Logs to Study Public Opinion

2013· article· fr· W2735165377 on OpenAlexvenueno aff
Yijun Gao

Bibliographic record

VenueProceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI · 2013
Typearticle
Languagefr
FieldComputer Science
TopicWeb visibility and informetrics
Canadian institutionsnot available
Fundersnot available
KeywordsPublic opinionPolitical scienceWebometricsHumanitiesWorld Wide WebLibrary scienceComputer scienceArtLaw

Abstract

fetched live from OpenAlex

With the help of webometrics techniques, we could explore whether or not the Web surfer’s online interest reflects the public opinion off-line. This paper investigates the Chinese Web user’s interest regarding the United States and Japan, and demonstrates that Web server log data could be a good source for us to gauge the public opinion on specific domestic and international issues.À l'aide de techniques webométriques, nous avons pu déterminer si les intérêts des internautes reflétaient l'opinion publique hors ligne. Cette communication porte sur les intérêts des internautes chinois pour les États-Unis et le Japon et démontre que les données des journaux de serveurs web peuvent être utiles pour prendre le pouls de l'opinion publique sur certains enjeux nationaux et internationaux.

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)0.002
metaresearch head score (Gemma)0.024
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Scholarly communication, Open science
Consensus categoriesScholarly communication
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.231
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.024
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.003
Science and technology studies0.0000.001
Scholarly communication0.0120.033
Open science0.0060.004
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 head0.099
GPT teacher head0.299
Teacher spread0.200 · 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 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

Citations0
Published2013
Admission routes1
Has abstractyes

Explore more

Same venueProceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSISame topicWeb visibility and informetricsFrench-language works237,207