Termine: Geomechanik und Tunnelbau 1/2008
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 42nd U.S. Rock Mechanics Symposium 2nd 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
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.180 | 0.180 |
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".