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
During its long history, the area of the modern Kingdom of Jordan has undergone many changes in economic level, political status, and even name. Trans-Jordania&s;s golden age began with the Seleucids of Syria, continued through the Roman era, and extended into the Byzantine period, when it benefited from thriving caravan routes and trade centers. This golden age waned with Byzantium&s;s ejection by invading Arabs in 634-636. During the millennium prior to World War I, the inhabitants of trans-Jordania were, as now, overwhelmingly Arab ethnolinguistically and predominantly Sunni Muslim in religion. Jordan has exhibited remarkable flexibility during the changes in its territory and population, particularly in view of its limited physical resource base. Jordan&s;s highway system has satisfactorily served the kingdom&s;s needs. The kingdom has Free Trade Agreements (FTAs) with Canada, Turkey, Singapore, and the European Free Trade Association (EFTA). The kingdom continues to seek the equilibrium essential to its survival and prosperity.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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