Bibliographic record
Abstract
Restored and undeprecated gladtex for HTML math (#4607). Added GladTeX constructor to Text.Pandoc.Options.HTMLMathMethod [API change, reverts removal in v2.2] Restored and undeprecated --gladtex option, removed in v2.2. LaTeX reader: Handle $ in /text{..} inside math (#4576). Org reader: Fix image filename recognition (Albert Krewinkel). Use a function from the filepath library to check whether a string is a valid file name. The custom validity checker that was used before gave wrong results (e.g. for absolute file paths on Windows, kawabata/ox-pandoc#52). FB2 reader: Replace some errors with warnings (Alexander Krotov). HTML writer: Strip links from headers when creating TOC (#4340). Otherwise the TOC entries will not link to the sections. Fix regression with tex math environments in HTML + MathJax (#4639). Muse writer (Alexander Krotov): Add support for left-align and right-align classes (#4542). Docx writer: Support underline (#4633). Text.Pandoc.Parsing: Lookahead for non-whitespace after singleQuoteStart and doubleQuoteStart (#4637). test-pandoc-utils.lua: more robust testing on both windows and *nix. Previously the pipe tests were only run if \bin/false and /bin/sed were present, which they aren't in default MacOS and Windows systems. Fixed by using tr and false, which should always be in the path on a *nix system, and find and echo for Windows. Text.Pandoc.Shared: add uriPathToPath. This adjusts the path from a file: URI in a way that is sensitive to Windows/Linux differences. Thus, on Windows, /c:/foo gets interpreted as c:/foo, but on Linux, /c:/foo gets interpreted as /c:/foo. See #4613. Use uriPathToPath with file: URIs (#4613). Revert piping HTML to pdf-engine (Mauro Bieg, #4413). Use a temp file as before. Text.Pandoc.Class: Catch IO errors when writing media files and issue a warning, rather than an error (Francesco Occhipinti, #4559). Don't lowercase custom writer filename (Alexander Krotov, #4610). MANUAL (Mauro Bieg): Clarify truthiness in template variables (#2281). Clarify pipe table width calculation (#4520). ConTeXt template: New Greek fallback typeface (Pablo Rodríguez, #4405). CMU Serif gives better typographic results than the previous Greek fallback DejaVu Serif. Make HTML template polyglot (#4606, OvidiusCicero), by making self-closing. Use texmath 0.11, allowing better translation of non-ASCII characters in math (#4642).
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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.004 | 0.003 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.005 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.341 | 0.321 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".