Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
What's Changed Features and API changes Add many geometrical quantities to ffcx expression generator. by @jorgensd in https://github.com/FEniCS/ffcx/pull/725 Fix ufl.real return type in generated code by @jorgensd in https://github.com/FEniCS/ffcx/pull/728 get vertex quadrature from basix by @mscroggs in https://github.com/FEniCS/ffcx/pull/736 Make ds integrals on prism/pyramids generate kernels for each facet type by @mscroggs in https://github.com/FEniCS/ffcx/pull/739 Resolve jacobians from duplicate meshes by @jorgensd in https://github.com/FEniCS/ffcx/pull/733 Add rank and shape of constants to UFCx by @garth-wells in https://github.com/FEniCS/ffcx/pull/767 Add void* to tabulate_tensor kernel by @sclaus2 in https://github.com/FEniCS/ffcx/pull/753 remove demos with trace elements by @mscroggs in https://github.com/FEniCS/ffcx/pull/747 Fix 0D integrals. by @jorgensd in https://github.com/FEniCS/ffcx/pull/772 Codim 2 coupling by @jorgensd in https://github.com/FEniCS/ffcx/pull/731 Diagonal assembly of matrices by @jorgensd in https://github.com/FEniCS/ffcx/pull/783 Drop Python 3.9 support by @schnellerhase in https://github.com/FEniCS/ffcx/pull/782 Add check for coordinate element hash by @garth-wells in https://github.com/FEniCS/ffcx/pull/745 Add geometry element hash to ufcx_expression by @garth-wells in https://github.com/FEniCS/ffcx/pull/746 Other changes Bump version number to 0.10.0 by @jhale in https://github.com/FEniCS/ffcx/pull/719 Fix dependency versions by @jhale in https://github.com/FEniCS/ffcx/pull/720 Add dependabot config. by @jhale in https://github.com/FEniCS/ffcx/pull/721 Bump actions/github-script from 6 to 7 by @dependabot[bot] in https://github.com/FEniCS/ffcx/pull/722 Move to pypi trusted publishing by @jhale in https://github.com/FEniCS/ffcx/pull/718 Reenable Windows test by @jhale in https://github.com/FEniCS/ffcx/pull/724 Upload to coveralls and docs from CI job running against python 3.12 by @francesco-ballarin in https://github.com/FEniCS/ffcx/pull/726 Update windows and mac CI and updates for ruff by @jorgensd in https://github.com/FEniCS/ffcx/pull/730 Bump ubuntu and add blas by @jorgensd in https://github.com/FEniCS/ffcx/pull/741 make demo xfail by @mscroggs in https://github.com/FEniCS/ffcx/pull/744 remove xfail by @mscroggs in https://github.com/FEniCS/ffcx/pull/748 ruff fixes by @garth-wells in https://github.com/FEniCS/ffcx/pull/755 Bump pygraphviz from 1.7 to 1.9 by @dependabot[bot] in https://github.com/FEniCS/ffcx/pull/752 fix dolfinx-tests.yml to reference main dolfinx by @sclaus2 in https://github.com/FEniCS/ffcx/pull/758 Start adding some typing and documentation by @jorgensd in https://github.com/FEniCS/ffcx/pull/751 Improve mypy checking by @schnellerhase in https://github.com/FEniCS/ffcx/pull/757 Bump version. by @jhale in https://github.com/FEniCS/ffcx/pull/761 Mypy fix by @schnellerhase in https://github.com/FEniCS/ffcx/pull/763 Fix and test for coordinate free expressions by @michalhabera in https://github.com/FEniCS/ffcx/pull/766 Fix mypy for newly typed ufl by @schnellerhase in https://github.com/FEniCS/ffcx/pull/768 Pin scipy version in CI due to pyamg issue by @garth-wells in https://github.com/FEniCS/ffcx/pull/771 Fix scipy pinning by @jorgensd in https://github.com/FEniCS/ffcx/pull/773 Vertex Integrals by @schnellerhase in https://github.com/FEniCS/ffcx/pull/777 Bump actions/checkout from 4 to 5 by @dependabot[bot] in https://github.com/FEniCS/ffcx/pull/776 Bump actions/download-artifact from 4 to 5 by @dependabot[bot] in https://github.com/FEniCS/ffcx/pull/775 Reactivate mypy's attr-defined checking by @schnellerhase in https://github.com/FEniCS/ffcx/pull/778 Unpin scipy by @schnellerhase in https://github.com/FEniCS/ffcx/pull/779 Fix warnings triggered from within FFCx by @schnellerhase in https://github.com/FEniCS/ffcx/pull/780 Fix FFCx swallows all warnings by @schnellerhase in https://github.com/FEniCS/ffcx/pull/781 Bump actions/github-script from 7 to 8 by @dependabot[bot] in https://github.com/FEniCS/ffcx/pull/785 Bump actions/setup-python from 5 to 6 by @dependabot[bot] in https://github.com/FEniCS/ffcx/pull/784 Update Spack CI by @garth-wells in https://github.com/FEniCS/ffcx/pull/786 Ruff 0.13.0 formatting by @jorgensd in https://github.com/FEniCS/ffcx/pull/788 Update spack.yml by @chrisrichardson in https://github.com/FEniCS/ffcx/pull/791 New Contributors @dependabot[bot] made their first contribution in https://github.com/FEniCS/ffcx/pull/722 @sclaus2 made their first contribution in https://github.com/FEniCS/ffcx/pull/753 @schnellerhase made their first contribution in https://github.com/FEniCS/ffcx/pull/757 Full Changelog: https://github.com/FEniCS/ffcx/compare/v0.9.0...v0.10.0
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.014 | 0.002 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.628 | 0.128 |
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 it