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Record W7060819707

Soundings 2011-10

2011· other· en· W7060819707 on OpenAlexaboutno aff

Bibliographic record

VenueScholarWorks-UA (University of Alaska Fairbanks) · 2011
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsGeorge (robot)SummitExcellenceGovernment (linguistics)
DOInot available

Abstract

fetched live from OpenAlex

Thomas King and Helen Hoy to visit UAS -- Farewell Robert Boochever -- Hill travels to the Yukon-Kuskokwim delta -- Edible Book Contest- Banned Books Week -- UAS Receives Prestigious GIS Award -- Zachary Jones Publishes Article -- Call for Papers -- Construction Update -- Dan Monteith is presenting on the Tlingits’ Struggle -- Campus Halloween is FRIDAY, October 28!! -- Remembering Dr. William Russell Jones -- Library Open House -- Geological Society of America’s annual national meeting -- Cooperative Effort Creates Conversational Deg Xinag class by e-Learning -- JIRP -- Maier attended the 46th Annual Western Literature Association Conference -- King Visit a Success -- 2011 Alaska Cell of the Friends of the Pleistocene and UAS Geology 493 Quaternary -- Mitchell presented at the Feminism(s) and Rhetoric(s) conference -- Anderson Building Open House -- Board of Regents Reception -- George attended the Weatherization Thought Leaders Summit -- Stell Accepts the Edith R. Bullock Prize for Excellence

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 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 score0.931
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.9380.007

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 head0.203
Teacher spread0.192 · 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
Published2011
Admission routes1
Has abstractyes

Explore more

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