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Record W4248017305 · doi:10.1111/sdi.12541

Issue Information

2017· paratext· en· W4248017305 on OpenAlexaboutno aff

Bibliographic record

VenueSeminars in Dialysis · 2017
Typeparatext
Languageen
FieldEngineering
TopicHuman auditory perception and evaluation
Canadian institutionsnot available
Fundersnot available
KeywordsCitationMedicineInformation retrievalWorld Wide WebLibrary scienceComputer science

Abstract

fetched live from OpenAlex

Seminars in Dialysis is published in 6 issues per year.Institutional subscription prices for 2017 are: Print & Online: US$1,052 (The Americas, excluding Canada and Mexico), US$1,102 (Canada and Mexico), US$1,594 (Rest of World), 1,034 (Europe), 816 (UK).Personal subscription prices for 2017 are: Print & Online: US$297 (The Americas, excluding Canada and Mexico), US$325 (Canada and Mexico), US$252 (Rest of World), 376 (Europe), 252 (UK).Prices are exclusive of tax.Asia-Pacifi c GST, Canadian GST/HST and European VAT will be applied at the appropriate rates.For more information on current tax rates, please go to www.wileyonlinelibrary.com/tax-vat.The price includes online access to the current and all online backfi les to January 1st 2013, where available.For other pricing options, including access information and terms and conditions,

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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: Other
Teacher disagreement score0.243
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.1180.361

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 head0.015
GPT teacher head0.281
Teacher spread0.266 · 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
Published2017
Admission routes1
Has abstractyes

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