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
Transition asymptotics for reaction-diffusion in random media by G. B. Arous, S. Molchanov, and A. Ramirez Extreme value theory for random exponentials by L. V. Bogachev Singular continuous and dense point spectrum for sparse trees with finite dimensions by J. Breuer Some new estimates on the spectral shift function associated with random Schrodinger operators by J.-M. Combes, P. D. Hislop, and F. Klopp On phase transitions and limit theorems for homopolymers by M. Cranston and S. Molchanov Asymptotics of the Poincare functions by G. Derfel, P. J. Grabner, and F. Vogl Hamiltonian extension and eigenfunctions for a time dispersive dissipative string by A. Figotin and J. Schenker Localization at low energies for attractive Poisson random Schrodinger operators by F. Germinet, P. D. Hislop, and A. Klein On the influence of random perturbations on the propagation of waves described by a periodic Schrodinger operator by Y. A. Godin, S. Molchanov, and B. Vainberg Spectral theory of 1-D Schrodinger operators with unbounded potentials by A. Gordon, J. L. Holt, and S. Molchanov Fermi-Dirac generators and tests for randomness by A. Gordon, S. Molchanov, and J. Quinn The spectral problem, substitutions and iterated monodromy by R. Grigorchuk, D. Savchuk, and Z. Sunic On scattering of solitons for wave equation coupled to a particle by V. Imaykin, A. Komech, and B. Vainberg Purely absolutely continuous spectrum for some random Jacobi matrices by U. Kaluzhny and Y. Last The parabolic Anderson model and its universality classes by W. Konig An inverse problem for Gibbs fields by L. Koralov Hierarchical Anderson model by E. Kritchevski Integral representations of solutions of periodic elliptic equations by P. Kuchment Inverse spectral problems for Schrodinger operators with energy depending potentials by A. Laptev, R. Shterenberg, and V. Sukhanov Theory of point processes and some basic notions in energy level statistics by N. Minami On the law of addition of random matrices: Covariance and the central limit theorem for traces of resolvent by L. Pastur and V. Vasilchuk Green's functions of generalized Lapalcians by P. Poulin Orthogonal polynomials with exponentially decaying recursion coefficients by B. Simon Poisson statistics for eigenvalues: From random Schrodinger operators to random CMV matrices by M. Stoiciu.
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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