Content: Geomechanics and Tunnelling 5/2022
Bibliographic record
Abstract
As part of the modernisation of the railway line between Šentilj and Maribor, the existing Poc ˇehovo 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 Šentilj und Maribor wird der Tunnel Poc ˇehovo durch einen Neubau ersetzt.Der neue zweigleisige Tunnel durch das Pekel-Gebirge ist rund 1.530 m lang und mit verschiedenen Sicherheitssystemen ausgestattet.DSI lieferte neben AT -Rohrschirmsystem, Hohlstabanker sowie Gitterträger, Bohrstahl und Pumpen.Der Durchschlag im neuen Pekel-Eisenbahntunnel erfolgte am 18.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.525 | 0.240 |
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 itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".