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
The following article summarizes our current knowledge of the history of Tell Mulabbis (in modern Petah Tikva). As a key archaeological site in the Yarkon River basin, it was inhabited during the Roman, Byzantine, Early Islamic, Crusader, Mamluk and Late Ottoman periods. Based on the published results of recent excavations, older scholarship, and hereto-unnoticed written evidence, the article examines and interprets Mulabbis's material culture within the broader contexts of the region's historical geography. Although possessing important advantages like access to water and arable land, the site was inhabited only intermittently due to malaria and changing economic and political circumstances. Within the framework of Ottoman Archaeology, the article suggests the need to pay closer attention to ‘recent’ archaeological layers. For example, the few Ottoman material remains published so far, testify to continued cultural exchange and economic ties between Mulabbis, the mountainous interior, and the southern parts of Palestine.
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) | 0.001 | 0.001 |
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