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
Coloring the Line Arnfried Kemnitz Computational Mathematics, Techn. Univ. Braunschweig, Pockelsstr. 14, 38 106 Braunschweig, Germany a.kemnitz@tu-bs.de The distance graph G(S, D) has vertex set V (G(S, D)) = S ⊆ IR and two vertices u and v are adjacent if and only if their distance d(u, v) is an element of the distance set D ⊆ IR+. We determine the chromatic index, the choice index, the total chromatic number and the total choice number of all distance graphs G(IR, D), G(Q, D) and G(ZZ, D) transferring a theorem of de Bruijn and Erdős on infinite graphs. Moreover, we prove that |D|+ 1 is an upper bound for the chromatic number and the choice number of G(S, D), S ⊆ IR.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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