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
City walls invite functionalist explanations. It is at first sight easy to deduce why they were built. Where contemporary written and pictorial evidence survives, however, the subject begins to take on a cognitive dimension. Did people at the time really perceive them as we are apt to imagine? The subject has been extensively discussed in the context of medieval Europe where contemporary pictures and contemporary accounts can be set against the architectural remains themselves. City walls were built for status and symbolism as much as for protection. The following collective discussion of the subject in the context of Egyptian history, both ancient and medieval, seeks to follow the same approach: to confront the documentation of the changing practice of urban walling with evidence that represents the mindset of the day. For the time of the Pharaohs the subject is complicated — and made more rewarding as a consequence — by the immense effort which the Egyptians also devoted to walled enclosures around prominent religious buildings. Here the temptation for us is to create a separate category from walled settlements, but on a basis that could be quite misleading. Although the dichotomy between the sacred and the profane is apparent in the construction of walls, meanings change and the distinction is far less apparent in the subsequent use of these enclosures. In medieval Egypt the massive walls of Cairo, parts of which are still an impressive sight, also turn out to be a poor guide to how urban defence was generally perceived at that time. As is ever the case in archaeology, the relationship between the minds of the present, the minds of the past and the objects of reflection forms a subtle and complex triangle.
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 | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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