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
Khirbet Qeiyafa is a 2.3 hectare fortified early 10th century BCE site, located in the Judean Shephelah, atop a hill that bordered the Elah Valley from the north. This is a key strategic location in the biblical kingdom of Judah, on the main road from Philistia and the Coastal Plain to Jerusalem and Hebron in the hill country. It is the only site in the Kingdoms of Judah and Israel with two gates. This unique feature provides a clear indication of the site's identity as biblical Sha`arayim, a place name that means “two gates” in Hebrew. Sha`arayim is mentioned three times in the Bible (Jos 15:36; 1 Sam 17:52 and 1 Ch 4:31-32). It is located near the Elah valley, associated with King David twice, and not mentioned in conjunction with any other later First Temple period tradition. This accords with the archaeological and radiometric data that indicate a single-phase settlement in the early 10th century BCE at Khirbet Qeiyafa.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it