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
Continuous extension of the discrete cosine transform, and its applications to data processing by A. M. Atoyan and J. Patera Symbolic algorithms for the Painleve test, special solutions, and recursion operators for nonlinear PDEs by D. Baldwin, W. Hereman, and J. Sayers Continuum limit of lattice approximation schemes by C. M. Bender Algebraic structures on ordered rooted trees and their significance to Lie group integrators by H. Berland and B. Owren Aspects of generalized double-bracket flows by A. M. Bloch and A. Iserles Eulerian and semi-Lagrangian schemes based on commutator-free exponential integrators by E. Celledoni Second order linear ODEs: Two non-Liouvillian approaches by E. S. Cheb-Terrab On rational solutions of the fourth Painleve equation and its Hamiltonian by P. A. Clarkson Comparison of symmetry preserving difference schemes with standard numerical methods by C. Cyr-Gagnon Symbolic computation of polynomial conserved densities, generalized symmetries, and recursion operators for nonlinear differential-difference equations by W. Hereman, J. A. Sanders, J. Sayers, and J. P. Wang On the numerical analysis of rapid oscillation by A. Iserles On conservation properties of semidiscrete canonical Hamiltonian equations by R. Kozlov Discrete Lie symmetries for difference equations by D. Levi and M. A. Rodriguez Trivializations, factorizations, and geometric integration for pseudo-rigid bodies by D. Lewis Towards a variational complex for the finite element method by E. L. Mansfield and G. R. W. Quispel Models of resonantly driven motion of motor proteins in 2D potentials by J. Middleton and J. A. Tuszynski Determination of approximate symmetries of differential equations by J. Bonasia, F. Lemaire, G. Reid, R. Scott, and L. Zhi Discrete and finite fractional Fourier transform by K. B. Wolf Some nanotube-like systems and their discrete equations by W. J. Zakrzewski Explicit multipoint rational interpolation Pade table for exponential and power functions by A. Zhedanov.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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