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
Abstract Projects Expansion of Prague metro / Metroausbau in Prag Planning of Frankfurt main‐line railway tunnel starts / Planung für Fernbahntunnel Frankfurt startet New cavern power station at 2300 m above sea level / Neues Kavernenkraftwerk auf 2.300 m Seehöhe Offenburg tunnel is being planned digitally / Tunnel Offenburg wird digital geplant Construction of the longest water tunnel in Southeast Asia begins / Baubeginn für Südasiens längsten Wassertunnel TECO 2030 and Implenia develop solutions for emission‐free construction sites / TECO 2030 und Implenia entwickeln Lösungen für emissionsfreie Baustellen Strabag expands underground railway in Toronto / Strabag erweitert U‐Bahn in Toronto TELT assigned contracts for Mont‐Cenis base tunnel / TELT vergibt Bauaufträge für Mont‐Cenis‐Basistunnel Contract stage 1 of the Brenner Base Tunnel southern approach awarded / Los 1 der südlichen Zulaufstrecke zum Brenner‐Basistunnel vergeben 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.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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