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
An involution acting nontrivially on Heegaard-Floer homology by S. Akbulut and S. Durusoy Pseudoholomorphic curves in four-orbifolds and some applications by W. Chen Floer homology for knots and 3-manifolds and cyclic Dehn surgeries along knots by O. Collin A $PSL_2(\mathbb{C})$ Casson invariant by C. L. Curtis The Borel/Novikov conjectures and stable diffeomorphisms of 4-manifolds by J. F. Davis Invariants of knots, embeddings and immersions via contact geometry by T. Ekholm and J. B. Etnyre SO(3)-monopoles: The overlap problem by P. M. N. Feehan and T. G. Leness Heegaard Floer homology of mapping tori II by S. Jabuka and T. Mark Surfaces in 4-manifolds and the surgery conjecture by V. S. Krushkal Symplectic gluing and family Gromov-Witten invariants by J. Lee and T. H. Parker Heegaard splittings and Seiberg-Witten monopoles by Y.-J. Lee Existence of symplectic surfaces by T.-J. Li On the Heegaard Floer homology of $S^3_{-d}(K)$ and unicuspidal rational plane curves by A. Nemethi Examples of symplectic 4-manifolds with positive signature by M. Niepel Definite manifolds bounded by rational homology three spheres by B. Owens and S. Strle On Park's exotic smooth four-manifolds by P. Ozsvath and Z. Szabo Knot polynomials and knot homologies by J. Rasmussen Casson-type invariants in dimension four by D. Ruberman and N. Saveliev Culler-Shalen norms and invariant trace fields by S. Schack and X. Zhang Complex spin structures on 3-manifolds by L. R. Taylor Lefschetz fibrations and pseudoholomorphic curves by M. Usher The isotopy problem for symplectic 4-manifolds by S. Vidussi.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| 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