Record W7058069639

MICR@SOFT OFFICE@18009350647 MICROSOFT OFFICE phone number

2016· other· en· W7058069639 on OpenAlexaboutno aff

Bibliographic record

VenueOSF Preprints (OSF Preprints) · 2016

Typeother

Languageen

FieldPhysics and Astronomy

TopicMagnetic confinement fusion research

Canadian institutionsnot available

Fundersnot available

KeywordsPhoneThe InternetService (business)Mobile phoneMobile phone trackingCustomer Service Assurance

DOInot available

Abstract

fetched live from OpenAlex

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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 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)0.001

metaresearch head score (Gemma)0.004

Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.052

Threshold uncertainty score0.074

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.001	0.004
Meta-epidemiology (narrow)	0.002	0.001
Meta-epidemiology (broad)	0.002	0.001
Bibliometrics	0.002	0.002
Science and technology studies	0.001	0.001
Scholarly communication	0.010	0.005
Open science	0.002	0.003
Research integrity	0.002	0.001
Insufficient payload (model declined to judge)	0.948	0.961

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 head0.009

GPT teacher head0.263

Teacher spread0.254 · 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; the direct Gemma label and the distilled Codex classifier 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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