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Record W7004580454

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2013· article· nl· W7004580454 on OpenAlexaboutno aff

Bibliographic record

VenueScholarWorks - GVSU (Grand Valley State University) · 2013
Typearticle
Languagenl
FieldBiochemistry, Genetics and Molecular Biology
TopicDevelopmental Biology and Gene Regulation
Canadian institutionsnot available
Fundersnot available
KeywordsNoticePlan (archaeology)HappeningWork (physics)NewspaperConscienceGovernment (linguistics)
DOInot available

Abstract

fetched live from OpenAlex

This was the last week she wanted newspapers delivered to her house.Only two more quarts of milk would be delivered by the milkman.Now her de cision was becoming less vague and more realistic.She would finally do it.It's not that no one had told Jenny she couldn't: sometimes her conscience and mind weren't willing to give into such an idea.But, she explained to them, everything would be a lot better for her.Now was her chance to do what she wanted to do.Sure, people all her life gave her do's and don't's, but right now only her way was important."Fantastic." was the reaction she got when she told relatives, especially friends, that she planned on a trip to the West forever."Crazy," was the reaction she. got when she told friends, especially rela tives, that she had just bought a motorcycle and that it was her transportation.She had given her notice at work over two weeks ago.She was a dental assistant and had been working four years saving money, always with a plan stashed in back of her mind, always keeping it close to herself, a secret she would let go of soon.Her plans weren't always of going on a motorcycle; sometimes she thought of taking her car, asking a friend, or just going for a vacation, Now she knew her plan perfectly, an over-extended trip, going through Canada and all the West before settling down.Camping and meeting people.Money was no problem.She had extra just in case something happened to the bike or she found

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 categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.775
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.000
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 head0.006
GPT teacher head0.190
Teacher spread0.184 · 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 designNot applicable
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
Published2013
Admission routes1
Has abstractyes

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