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 15. Darmstädter Geotechnik‐Kolloquium 23. Christian Veder Kolloquium 18. Symposium Felsmechanik und Tunnelbau und Fachseminar maschineller Tunnelbau 1. Münchener Tunnelbau Symposium Swiss Tunnel Congress 42 nd U.S. Rock Mechanics Symposium 2 nd U.S.‐Canada Rock Mechanics Symposium GKK 08 – Geomechanik Kolloquium Karlsruhe World Tunnel Congress 2008 – Underground Facilities for Better Environment and Safety 30. Baugrundtagung 6. Österreichischen Tunneltag 57. Geomechanik Kolloquium 100 Jahre Leopold Müller – 40 Jahre ÖGG 37. Geomechanik‐Kolloquium
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 | 0.000 | 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 | 0.000 | 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