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Understanding Medieval Manuscripts: St. Gall's Virtual Library

2009· article· en· W2000479693 on OpenAlexaff
Anna A. Grotans, Julian Hendrix, Bernice M. Kaczynski

Bibliographic record

VenueHistory Compass · 2009
Typearticle
Languageen
FieldArts and Humanities
TopicMedieval Literature and History
Canadian institutionsMcMaster University
Fundersnot available
KeywordsPopularityContext (archaeology)World Wide WebThe InternetGallHistoryLibrary scienceComputer sciencePsychologyArchaeology

Abstract

fetched live from OpenAlex

Abstract In 2005, the Stiftsbibliothek St. Gallen began digitizing its collection of medieval manuscripts. The creation of such virtual libraries available via the Internet is gaining in popularity with libraries, a trend that will radically ease the logistical constraints of studying medieval texts in their original context. While critical editions will continue to be an important tool for certain types of research, virtual libraries enable a wider community of scholars to engage with texts that are not amenable to critical editions or to ask questions that critical editions obscure. This article reviews the range of research that has centered around the study of manuscripts held at St. Gall, including school books, liturgical books, and patristic authors, and outlines the kinds of questions and insights that manuscript studies can provide for medieval history.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.051

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.004
Science and technology studies0.0080.013
Scholarly communication0.0210.009
Open science0.0010.005
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.122
GPT teacher head0.213
Teacher spread0.091 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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".

Quick stats

Citations2
Published2009
Admission routes1
Has abstractyes

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