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Record W2186492224

UPDATE ON THE DNE WORD-FILE DIGITIZATION PROJECT

2015· article· en· W2186492224 on OpenAlexaff
Suzanne Power

Bibliographic record

VenueThe Journal of Macrodynamic Analysis (Memorial University of Newfoundland) · 2015
Typearticle
Languageen
FieldArts and Humanities
TopicLexicography and Language Studies
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsDigitizationWord (group theory)Computer scienceLinguisticsWorld Wide WebNatural language processingTelecommunicationsPhilosophy
DOInot available

Abstract

fetched live from OpenAlex

Since those early days when students worked without scanners and without a sufficiently detailed data entry protocol, we have come a long way.In March, 2015, the last card was digitized.This, however, is not the end of the project.The eventual goal is to make the word-file collection available to interested researchers as it contains a wealth of data on local lexicon, pronunciation and grammar, in addition to many notes between editors that shed light on the process and methods of writing a dictionary.Though the collection is now digitized, a database remains to be built and made available.We are in consultations with Memorial's Digital Archives Initiative, Information Technology Services and Heritage NL to determine the best platform on which to launch this valuable culturally-rich corpus.A total of 68 students have worked on the project since its 2005 inception.While we are happy to have offered research and archival experience to so many undergraduate and graduate students, this has inevitably introduced a good deal of variation and error into the treatment of the cards and the information they contain.As with any methodologically sound social sciences or humanities research project, a second verification phase is required in order to ensure uniform data entry and to make the resulting database as functional, searchable and error-free as possible.This second phase was started in mid-2014.At the date of writing, 10 drawers have been verified and 5 drawers have been partially verified, out of a total of 72.It is anticipated that database creation and mounting of the word-files will occur in tandem with the verification stage.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.318
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.027
GPT teacher head0.218
Teacher spread0.191 · 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 designQualitative
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
Published2015
Admission routes1
Has abstractyes

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