Record W7028866005

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2016· other· en· W7028866005 on OpenAlexaboutno aff

Bibliographic record

VenueOSF Preprints (OSF Preprints) · 2016

Typeother

Languageen

FieldEngineering

TopicPhysics and Engineering Research Articles

Canadian institutionsnot available

Fundersnot available

KeywordsPhoneService (business)Decision support systemContext (archaeology)Thalassia testudinum

DOInot available

Abstract

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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), 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: Other

Teacher disagreement score0.064

Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

Category	Codex	Gemma
Metaresearch	0.002	0.000
Meta-epidemiology (narrow)	0.001	0.001
Meta-epidemiology (broad)	0.001	0.000
Bibliometrics	0.000	0.000
Science and technology studies	0.000	0.000
Scholarly communication	0.000	0.000
Open science	0.002	0.001
Research integrity	0.001	0.001
Insufficient payload (model declined to judge)	0.902	0.966

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 head0.011

GPT teacher head0.264

Teacher spread0.253 · 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.

Insufficient payload (model declined to judge)

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".

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Citations0

Published2016

Admission routes1

Has abstractyes

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Same venueOSF Preprints (OSF Preprints)→Same topicPhysics and Engineering Research Articles→French-language works237,207→