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Record W7066055720

GENEALIB Archive 2020-02

2020· article· en· W7066055720 on OpenAlexfundno aff

Bibliographic record

VenueDigital Commons - University of South Florida (University of South Florida) · 2020
Typearticle
Languageen
FieldDecision Sciences
TopicAcademic Publishing and Open Access
Canadian institutionsnot available
FundersNational Park ServiceUniversity of Illinois at Urbana-ChampaignUniversity of TorontoUniversiteit LeidenFordham UniversityUniversity of VirginiaArizona State UniversityGraduate School, University of MarylandU.S. Department of DefenseGeorge Washington UniversityTexas AgriLife ResearchWisconsin Historical SocietyUniversity of OxfordNational Genealogical SocietyAndrew W. Mellon FoundationReference and User Services AssociationDartmouth CollegeUniversity of Missouri
KeywordsGovernment (linguistics)Agency (philosophy)Subject (documents)Work (physics)Identification (biology)
DOInot available

Abstract

fetched live from OpenAlex

Today's book publishing comes with its own challenges.Printing costs keep rising, shipping costs do the same.Pressure from on-line sites and large booksellers like Amazon add more downward pressure on prices and margins.And we've had to reduce staffing costs, just to stay in business.To offer competitive prices to our customers, we schedule sales on our website.-We put a selection of books/e-Books on sale in our Tuesday "Genealogy Pointers" ezine that runs through Thursday.-A second sale is announced on Fridays and runs through the coming Monday.-On national holidays, we typically announce a sitewide sale.All our sales are Internet-only.We cannot honor sale prices over the phone or through the mail.Sale prices on the web are the same for institutions as for individuals.Moreover, libraries can save all USPS shipping costs anytime they place an order in excess of a set minimum.To take advantage of our sales, libraries should set up an account on our website and place their orders with a credit card while the sales are in effect.At the present time, we are not set up to fulfill library orders "on account" on our website-although this could change in the future.Libraries wishing to order books on account are welcome to do so via Fax, phone, or mail; however, we cannot extend discounts for them.We encourage members of Genealib to subscribe to "Genealogy Pointers" to stay abreast of our latest publications, tips for

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Open science
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.380
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0000.004
Open science0.0060.003
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.060
GPT teacher head0.255
Teacher spread0.194 · 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
Published2020
Admission routes1
Has abstractyes

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Same venueDigital Commons - University of South Florida (University of South Florida)Same topicAcademic Publishing and Open AccessFrench-language works237,207