Bibliographic record
Abstract
On translation quivers with weak sections by E. R. Alvares and F. U. Coelho Realization of general and special linear algebras via Hall algebras by H. Asashiba On discrete and inductive algebras by R. Bautista and L. Salmeron Exact structures for lift categories by R. Bautista and R. Zuazua Tensor product representations of Temperley-Lieb algebras and Chebyshev polynomials by G. Benkart and D. Moon Introduction to realizability of modules over Tate cohomology by D. Benson, H. Krause, and S. Schwede Auslander algebras and simple plane curve singularities by J. Bilodeau On derived categories of certain associative algebras by I. Burban and Y. Drozd Gentle algebras are Gorenstein by C. Geiss and I. Reiten On the primeness of an Artin-Schelter regular Koszul algebra by J. Y. Guo On the set of tilting objects in hereditary categories by D. Happel and L. Unger Irreudicible components, nilpotent classes, and the Auslander algebra of $k[T]/T^n$ by L. Hille A generalization of the Auslander formula by M. Hoshino and K. Nishida Representations of a quiver with automorphism: Generalising a theorem of Kac by A. Hubery On the finitistic global dimension conjecture for Artin algebras by K. Igusa and G. Todorov Some applications of Gelfand-Zetlin modules by O. Khomenko A tubular algebra with three types of separating tubular families by D. Kussin PBW bases, non-degeneracy conditions and applications by V. Levandovsky Projective dimensions and Nakayama algebras by D. Madsen Borel subalgebras of extension algebras by F. Marko Extesion algebras of standard modules by F. Marko Cohomology of tails and stable cohomology over Koszul quiver algebras by R. Martinez Villa and A. Martsinkovsky A survey of well generated triangulated categories by A. Neeman Oneway hereditary rings by M. Sato Deformations, tiltings, and decomposition matrices by M. Schaps On the multiplication in the quantized enveloping algebra of type $A$ by R. Schiffler Equipped posets of finite growth by A. Zavadskij.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.013 | 0.002 |
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".