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Record W4312227404 · doi:10.18438/b8nc73

EBLIP Seeks Nominations for a Feature on Classic Research Studies

2007· article· en· W4312227404 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueEvidence Based Library and Information Practice · 2007
Typearticle
Languageen
FieldComputer Science
TopicLibrary Collection Development and Digital Resources
Canadian institutionsnot available
Fundersnot available
KeywordsNominationNOMINATECommitCitationComputer scienceFeature (linguistics)Field (mathematics)Library scienceWorld Wide WebPolitical scienceDatabaseLawLinguistics

Abstract

fetched live from OpenAlex

Evidence Based Library and Information Practice (EBLIP) is soliciting nominations for a special feature in our December 2007 issue. We will be featuring summaries of classic research studies that have impacted practice, had an influence on LIS researchers, and stood the test of time. We need your help to identify these classic studies in our field and commit to writing a summary of that research. The summaries will use a format similar to that of the current Evidence Summaries published in EBLIP, but with a commentary that focuses on the impact of the research since it was published. Please give this some thought and consider nominating a great research article to be featured in EBLIP!
 
 Dates to note: 
 Nomination deadline -- May 30, 2007 
 
 Notification of acceptance for the feature issue -- June 30, 2007 
 
 Submission deadline for the summary -- September 1, 2007 
 
 Publication date -- December 15, 2007 
 
 For more information, or to nominate a research article, please contact Denise Koufogiannakis: e-mail: denise.koufogiannakis@ualberta.ca. Nominations should be accompanied by a full bibliographic citation and an explanation of the contribution of the research to the field of library and information practice.

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.

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)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesScholarly communication
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.864
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.259
Open science0.0000.000
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 head0.074
GPT teacher head0.356
Teacher spread0.282 · 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