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Record W4387683956 · doi:10.1002/bul2.2016.1720420402

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2016· article· en· W4387683956 on OpenAlexaff
Nadia Caidi

Bibliographic record

VenueBulletin of the Association for Information Science and Technology · 2016
Typearticle
Languageen
FieldComputer Science
TopicResearch Data Management Practices
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsLibrary scienceAccreditationSession (web analytics)Political scienceAssociate editorDiversity (politics)Public relationsSociologyComputer scienceLawWorld Wide Web

Abstract

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EDITOR'S SUMMARY Building connections between ASIS&T and other information‐oriented organizations is progressing through collaborations with the Society for the Social Studies of Science (4S), the Council of Scientific Society Presidents (CSSP) and the Association for Library and Information Science Education (ALISE). With data management a critical issue for scientific societies, the CSSP will focus its spring meeting in May 2016 on theoretical and practical issues around data, having ASIS&T and 4S jointly present the opening session. ASIS&T president Nadia Caidi serves on the CSSP executive board and co‐chairs its scholarly publications and data committee. ASIS&T ties with ALISE are growing stronger through their joint hosting of a Presidential Session on Accreditation at the ASIS&T Annual Meeting in Copenhagen in October 2016. That meeting will also feature sessions on diversity and inclusion and opportunities to meet journal editors and to hear keynote speakers exploring bridges between industry and research. Other upcoming meetings include the ASIS&T Regional (East Coast) Meeting and ASIS&T Taipei Chapter workshop, both in April 2016.

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)0.003
metaresearch head score (Gemma)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.968
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.009
Open science0.0020.001
Research integrity0.0000.000
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 head0.020
GPT teacher head0.284
Teacher spread0.263 · 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
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".

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Citations0
Published2016
Admission routes1
Has abstractyes

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