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Record W6912235639 · doi:10.5281/zenodo.16755595

scientific-python/pytest-doctestplus: v1.3.0

2024· other· en· W6912235639 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2024
Typeother
Languageen
FieldSocial Sciences
TopicAcademic integrity and plagiarism
Canadian institutionsTellabs (Canada)University of Toronto
Fundersnot available
KeywordsDebuggingPython (programming language)Hash functionCorrectnessWorkflowCode refactoring

Abstract

fetched live from OpenAlex

What's Changed ci: add testing for pytest~=8.1 by @Borda in https://github.com/scientific-python/pytest-doctestplus/pull/245 TST: add tests for ufuncs without docstrings, wrapped or not by @lpsinger in https://github.com/scientific-python/pytest-doctestplus/pull/248 Update skips for broken test by @lpsinger in https://github.com/scientific-python/pytest-doctestplus/pull/249 CI: use available osx image for old python by @bsipocz in https://github.com/scientific-python/pytest-doctestplus/pull/250 CI: adding pytest 82 by @bsipocz in https://github.com/scientific-python/pytest-doctestplus/pull/251 BUG: Fix multiline code in generate/update diff by @seberg in https://github.com/scientific-python/pytest-doctestplus/pull/253 MAINT: Remove accidental debug print from new tests by @seberg in https://github.com/scientific-python/pytest-doctestplus/pull/254 DEP: refactored out runtime dependency on setuptools by @neutrinoceros in https://github.com/scientific-python/pytest-doctestplus/pull/258 CI: use hashes for actions' versions by @bsipocz in https://github.com/scientific-python/pytest-doctestplus/pull/259 MAINT: adding python3.13 to CI and fix any incompatibilities by @bsipocz in https://github.com/scientific-python/pytest-doctestplus/pull/260 Bump the actions group in /.github/workflows with 2 updates by @dependabot in https://github.com/scientific-python/pytest-doctestplus/pull/261 Bump pypa/gh-action-pypi-publish from 1.10.0 to 1.10.1 in /.github/workflows in the actions group by @dependabot in https://github.com/scientific-python/pytest-doctestplus/pull/262 MAINT: No need for weekly dependabot by @bsipocz in https://github.com/scientific-python/pytest-doctestplus/pull/263 TST: add one more python release to xfail list by @bsipocz in https://github.com/scientific-python/pytest-doctestplus/pull/266 MNT: Use hash for Action workflow versions and update if needed by @pllim in https://github.com/scientific-python/pytest-doctestplus/pull/267 CI: macos-12 is deprecated by @bsipocz in https://github.com/scientific-python/pytest-doctestplus/pull/268 Bump the actions group in /.github/workflows with 3 updates by @dependabot in https://github.com/scientific-python/pytest-doctestplus/pull/269 Don't assume config exists. by @Carreau in https://github.com/scientific-python/pytest-doctestplus/pull/271 New Contributors @Borda made their first contribution in https://github.com/scientific-python/pytest-doctestplus/pull/245 @neutrinoceros made their first contribution in https://github.com/scientific-python/pytest-doctestplus/pull/258 @dependabot made their first contribution in https://github.com/scientific-python/pytest-doctestplus/pull/261 @Carreau made their first contribution in https://github.com/scientific-python/pytest-doctestplus/pull/271 Full Changelog: https://github.com/scientific-python/pytest-doctestplus/compare/v1.2.1...v1.3.0

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)0.003
metaresearch head score (Gemma)0.002
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 · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.075
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0030.000
Open science0.0020.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.1390.187

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 head0.044
GPT teacher head0.298
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; 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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