Bibliographic record
Abstract
This is mostly a bug-fix release, resolving a number of important issues since v3.0.1. See the individual bugs linked below for more details, and the 3.0.2 milestone for the pull requests involved in this release. New Features in this Release The infrastructure for the font system has been updated to prepare for more font support in a future release. See #455 for details. The expression explorer now has dynamic loading for its locale data, and the speech-rule engine has been updated to 3.0.0-beta.10. Bugs Addressed in this Release Output Issues Fix positions of superscripts in "cramped" style. (mathjax/MathJax#2395) Fix problem with \rightarrow being converted to \vec in some cases. (mathjax/MathJax#2380) Improve handling of displayed equations next to floating content. (mathjax/MathJax#2351) Make SVG honor the scale configuration option. (mathjax/MathJax#2376) Fix row alignment for negative row numbers. (mathjax/MathJax#2394) Fix spacing around some fractions. (mathjax/MathJax#2391) Make unitless linethickness be a multiple of the default size. (mathjax/MathJax#2381) Fix issues with munderover/msubsup output when base is scaled. (mathjax/MathJax#2317) Add ability to include MJXZERO to font-family used for undefined characters. (#449) Improve alignment of elements of multi-glyph stretchy characters in Chrome. (mathjax/MathJax#2311) Fix incorrect positioning of root in mroot. (mathjax/MathJax#2347) Fix incorrect font data for \setminus and \smallsetminus. (mathjax/MathJax#2325) TeX Input Use em rather than mu units for extensible arrows. (mathjax/MathJax#2357) Don't add \text to operators whose names already include it. (mathjax/MathJax#2222) Allow \newline to work like \\. (mathjax/MathJax#2141) Use proper spacing for \mathrel in align environment. (mathjax/MathJax#2175) Add tagFormat to AllPackes, and update the preloaded list. (mathjax/MathJax#2328) MathML input Fix mglyph attribute from offset to align. (mathjax/MathJax#2360) Fix problem with convert() call with MathML input. (mathjax/MathJax#2330) Miscellaneous Correct menu name being disabled. (mathjax/MathJax-demos-node#10) Fix error with setting startup.elements in configuration. (mathjax/MathJax#2371) Use components/global.js to get window.MathJax in menu handling. (#458) Prevent reading node_modules/@types from containing directories. (mathjax/MathJax#2358) Don't process escaped characters in a11y and menu extensions. (mathjax/MathJax#2327) Set loader's mathjax path to work in more situations. (#406) Fix problem with infinite loop with SRE component in IE. (#450)
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.018 |
| Meta-epidemiology (narrow) | 0.004 | 0.004 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.010 |
| Open science | 0.006 | 0.006 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.414 | 0.548 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".