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
A local study of embeddings of complexity one by G. Bousquet and L. Moser-Jauslin Constructive invariant theory by H. Derksen On global degree bounds for invariants by H. Derksen and G. Kemper On invariant theory of finite groups by P. Fleischmann Combinatorics related to orbit closures of symmetric subgroups in flag varieties by A. G. Helminck Deformation of symmetric functions and the rational Steenrod algebra by F. Hivert and N. M. Thiery Cohomology with Grosshans graded coefficients by W. van der Kallen The module structure of a group action on a polynomial ring: examples, generalizations, and applications by D. B. Karagueuzian and P. Symonds An invariant theoretic description of the primitive elements of the mod$-p$ cohomology of a finite loop space which are annihilated by Steenrod operations by N. E. Kechagias On Noether's and Weyl's bound in positive characteristic by F. Knop Comparing the depths of rings of invariants by M. D. Neusel Moment polytopes of nilpotent orbit closures dimension and isomorphism of simple modules and variations on the theme of J. Chipalkatti by V. L. Popov Compressions of group actions by Z. Reichstein Commutativity of weakly commutative Riemannian homogeneous spaces by L. G. Rybnikov Group actions and quotients for compact Lie groups and algebraic groups by G. W. Schwarz Notes on invariant rings of divided powers by J. Segal Classical covariants and modular invariants by R. J. Shank Classification of nearly closed orbits for the action of semisimple complex linear groups on the projective spaces by A. V. Smirnov Convex cones and SAGBI bases of permutation invariants by N. M. Thiery and S. Thomasse Some problems in invariant theory by D. L. Wehlau The Peterson conjecture for algebras of invariants by R. M. W. Wood Weakly symmetric and weakly commutative spaces by O. Yakimova.
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 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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