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
Survey articles: The discretization of Volterra functional integral equations with proportional delays by H. Brunner The LPA model by J. M. Cushing A survey on oscillation of linear delay difference equations by X. Z. Qian and Z. C. Wang On almost automorphic oscillations by Y. Yi Research articles: Complex exponential Vandermonde determinant with application to discrete boundary value problem by R. M. Abu-Saris and K. I. Al-Dosary A convergence theorem related to iterative mean clustering by Y. Cao Global attractivity in a model of bobwhite quail with delay by A. Chen and L. Huang Linear time discrete periodic diffusion networks by S. S. Cheng, C.-W. Chen, and T. Y. Wu Convergence of solutions for a discrete-time system by B. Dai, X. Qian, and L. Huang Stabilities in Volterra difference equations on a Banach space by T. Furumochi, S. Murakami, and Y. Nagabuchi Periodic oscillation for a class of delay difference systems by S. Guo and L. Huang Applications of critical point theory to difference equations by Z. Guo and J. Yu Lie symmetries for lattice equations by D. Levi Global attractivity for a logistic equation with piecewise constant arguments by X. Li and Z. Wang Bounded oscillation for a class of second order neutral delay difference equations by X. Lin Asymptotic behavior in nonlinear discrete-time neural networks with delayed feedback by K. Liu and H. Zhang Asymptotic behavior and periodicity of solutions for a difference equation with piecewise constant nonlinearity by Y. Liu, L. Huang, and Z. Yuan Positive solutions of a non-autonomous delay model of single population by Y. Liu, Z. Zhou, and W. Ge Stability regions for a class of delay difference systems by H. Matsunaga Oscillation and nonoscillation results for higher-order nonlinear difference equations by M. Migda Stability of center fiber bundles for nonautonomous difference equations by C. Potzsche Bifurcation of maps and cycling in genetic systems by R. J. Sacker and H. F. von Bremen Nonoscillation and oscillation theorems for a fourth order nonlinear difference equation by E. Schmeidel On the equation $x_{n+1}=cx_{n}+f(x_{n}-x_{n-1})$ by H. Sedaghat Stability criteria for a kind of delay functional equation by C. Tian, J. Zhang, and Z. Ji Exponential stability of delay difference equations with applications to neural networks by L. Wang and X. Zou Asymptotic behavior of solutions of linear difference-differential equations with oscillating coefficients by X. Wang and L. Liao Analysis of a discrete predator-prey model by W. Wendi Oscillation for nonautonomous neutral difference equations with variable coefficients by H.-W. Wu and Y.-T. Xu Oscillation of higher-order nonlinear delay difference equations by Z. Yinggao Coexistence of multiple attractive periodic solutions in a discrete-time neural network by Z. Yuan, L. Huang, and Z. Zhou Necessary and sufficient conditions for the existence of positive solutions of nonlinear difference equations by R. Y. Zhang, Z. C. Wang, and J. S. Yu Periodic solutions of a class of difference systems by Z. Zhou and Q. Zhang Dynamic analysis of a discrete-time network of two neurons with delayed feedback by H. Zhu and L. Huang Open problems and conjectures: Open problems and conjectures by S. Elaydi Discretization of Volterra integral equations with weakly singular kernels by H. Brunner Nonautonomous difference equations: Open problems and conjectures by S. Elaydi On period-two solutions of $x_{n+1} =\frac{\alpha + \beta x_{n}+\gamma x_{n-1}}{A + Bx_{n}+ C x_{n-1}}$ by E. A. Grove and G. Ladas Open problems on cycling in genetic systems by R. J. Sacker and H. F. von Bremen On periodic solutions of systems of two difference equations by J. Wu.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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