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Record W6949260428 ยท doi:10.5281/zenodo.11665547

๐— ๐—ฎ๐—ป๐—จ๐—ฝ ๐— ๐—ฎ๐—น๐—ฒ ๐—˜๐—ป๐—ต๐—ฎ๐—ป๐—ฐ๐—ฒ๐—บ๐—ฒ๐—ป๐˜ ๐—–๐—ฎ๐—ป๐—ฎ๐—ฑ๐—ฎ โ€“ ๐—ฃ๐—ฟ๐—ผ๐˜ƒ๐—ฒ๐—ป ๐˜๐—ผ ๐—ช๐—ผ๐—ฟ๐—ธ ๐—ผ๐—ฟ ๐——๐—ถ๐˜€๐—ต๐—ผ๐—ป๐—ฒ๐˜€๐˜ ๐—จ๐˜€๐—ฒ๐—ฟ ๐—–๐—น๐—ฎ๐—ถ๐—บ๐˜€?

2024ยท otherยท enยท W6949260428 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) ยท 2024
Typeother
Languageen
FieldSocial Sciences
TopicRussian Literature and Bakhtin Studies
Canadian institutionsnot available
Fundersnot available
KeywordsLibidoTestosterone (patch)Sexual attractionReproductive healthSexual behaviorMasculinityAdult maleBoom

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 frameโ€™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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none ยท Consensus signal: none
Study designCandidate signal: Not applicable ยท Consensus signal: Not applicable
GenreCandidate signal: Other ยท Consensus signal: Other
Teacher disagreement score0.061
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0020.000
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0780.078

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 head0.034
GPT teacher head0.293
Teacher spread0.259 ยท how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline ยท 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".

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Citations0
Published2024
Admission routes1
Has abstractyes

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