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Preface

2024· article· pl· W4393317548 on OpenAlexaboutno aff
Barbara Krupa

Bibliographic record

VenueZ Badań nad Książką i Księgozbiorami Historycznymi · 2024
Typearticle
Languagepl
FieldSocial Sciences
TopicLibrary Science and Administration
Canadian institutionsnot available
Fundersnot available
KeywordsSpecial collectionsAutographValue (mathematics)Library sciencePoliticsInstitutionHistorySociologyArt historyComputer scienceLawPolitical scienceSocial science

Abstract

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The present number of "Studies into the History of the Book and Book Collections" ("Z Bada nad Ksik i Ksigozborami Historycznymi") is dedicated to the selected resources in the special library and archival collections in North America, in both the United States and Canada.The purpose of a special collection is to acquire, arrange, describe, preserve, and make available materials of enduring historic value to support the research needs of the university students and faculty, as well as the larger community of scholars, locally, regionally, and internationally 1 .The reasons for holding items in a special collection or archive include their age, historical value, craftsmanship, rarity (as in the case of autographs, letters or diaries), and other items of varying significance.Items in special collections may include, but not be limited to, the personal papers of scientists, artists, political activists, and writers; photographs; manuscript drafts; rare books; audio visual materials and more.Special collections can also include generalized material not considered entirely rare, such as an extensive collection of children's books on a specialized topic like the urban experience 2 .Donald J. Waters (2009) defines special collections as "sometimes referring simply to rare books and manuscript materials, and sometimes more generally to materials that are used as primary sources of evidence as opposed to secondary sources" 3 .Archivists and special or rare material librarians who collect rare books for the library must first consider their academic value and their role within the library as well as the larger institution.The absence of a knowledgeable rare materials librarian can hinder fully utilizing the collection and make it difficult to field questions from viewers and scholars.Rare book librarians acquire, catalog, preserve, provide access, and supervise the use of these material.Of course, collecting even general academic materials requires a special knowledge of the subject, audience, and types of material best suited for users.Collecting rare material requires much greater specialization 4 .

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.660
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0020.002
Scholarly communication0.0020.004
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.009

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 head0.029
GPT teacher head0.298
Teacher spread0.268 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2024
Admission routes1
Has abstractyes

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