News: Geomechanics and Tunnelling 5/2014
Bibliographic record
Abstract
Abstract Ventilation shaft for the Brenner Base Tunnel completed / Lüftungsschacht für den Brenner Basistunnel fertiggestellt Bilfinger installs penstock for Austrian hydropower station / Bilfinger installiert Druckrohrleitungen für österreichische Wasserkraftwerke Crossrail TBM Jessica arrives / Crossrail TBM Jessica am Ziel Start of construction works on the largest yet contract of the BBT / Beginn der Bauarbeiten für das bisher größte Baulos des BBT Klaus Tunnel Chain improvement / Vollausbau Tunnelkette Klaus Final breakthrough at the Slowacki Tunnel / Finaler Durchschlag beim Slowacki‐Tunnel Germany railways DB awards structural works for the Rastatt Tunnel / Bahn vergibt Rohbauarbeiten für Tunnel Rastatt Strabag to build outfall tunnel in Canada / Strabag baut Abwassertunnel in Kanada Construction contracts awarded for the Gemeinschaftskraftwerk Inn / Bauaufträge für Gemeinschaftskraftwerk Inn vergeben Ceneri Base Tunnel: delay of two years possible / Ceneri‐Basistunnel: Verzögerung um zwei Jahre möglich ITAWTC 2015 in Dubrownik Call for papers – Themes for the next issues of Geomechanics and Tunnelling / Themen für die nächsten Ausgaben der “Geomechanics and Tunnelling”
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.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.200 | 0.077 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".