Expanding Jarash: excavations bring new insights into the northwest urban quarter - A. Lichtenberger, and R. Raja, eds. 2020. Environmental Studies, Remote Sensing, and Modelling. Final Publications from the Danish-German Jerash Northwest Quarter Project I. Jerash Papers 6. Turnhout: Brepols. Pp. xiv + 247, 80 b/w, 4 col., 19 tables b/w. pISBN 978-2-503-58886-5, eISBN: 978-2-503-58980-0. - A. Lichtenberger, and R. Raja, eds. 2020. Metal Finds and Coins. Final Publications from the Danish-German Jerash Northwest Quarter Project II. Jerash Papers 7. Turnhout: Brepols. Pp. xii + 182, 47 b/w, 19 col., 9 tables b/w. pISBN 978-2-503-58887-2, eISBN: 978-2-503-58981-7. - A. Lichtenberger, and R. Raja, eds. 2021. Glass, Lamps, and Jerash Bowls. Final Publications from the Danish-German Jerash Northwest Quarter Project III. Jerash Papers 8. Turnhout: Brepols. Pp. xii + 248, 102 b/w, 77 col., 3 tables b/w, 10 maps b/w. pISBN 978-2-503-58937-4, eISBN: 978-2-503-58982-4. - A. Lichtenberger, and R. Raja, eds. 2022. Architectural Elements, Wall Paintings, and Mosaics. Final Publications from the Danish-German Jerash Northwest Quarter Project IV. Jerash Papers 9. Turnhout: Brepols. 2 vols. Pp. xiv + 446, 371 b/w, 842 col., 15 tables b/w, 1 table col., 3 maps color. pISBN 978-2-503-59666-2, eISBN: 978-2-503-59113-1.
Bibliographic record
Abstract
An abstract is not available for this content so a preview has been provided. Please use the Get access link above for information on how to access this content.
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 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 | 0.006 | 0.003 |
| Meta-epidemiology (narrow) | 0.007 | 0.005 |
| Meta-epidemiology (broad) | 0.007 | 0.002 |
| Bibliometrics | 0.002 | 0.007 |
| Science and technology studies | 0.015 | 0.011 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.006 | 0.004 |
| Research integrity | 0.003 | 0.009 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads 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".