Content: Geomechanics and Tunnelling 5/2022
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
As part of the modernisation of the railway line between entilj and Maribor, the existing Poc ehovo tunnel will be replaced by a new tunnel. The new double-track tunnel through the Pekel Mountains is around 1530 m long and will be equipped with various safety systems. DSI provided AT -Casing System 114 with squeeze connection, self-drilling Hollow Bar Anchors as well as other ground support products in one line including lattice girders, drill steel, and pumps. Breakthrough on the new Pekel railway tunnel was achieved on 18 August 2022. (photo: DSI Underground) Im Zuge der Modernisierung der Eisenbahnstrecke zwischen entilj und Maribor wird der Tunnel Poc ehovo durch einen Neubau ersetzt. Der neue zweigleisige
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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