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 paper addresses the origin, chronology and use of stone hammers of the Ananyino Cultural and Historical Area. Stone hammers were commonly used in the pre-Scythian period across the steppe zone of Eastern Europe and in the North Caucasus. Two categories of these items were spread in the territory of the Ananyino Cultural and Historical Area - equal-arm hammers and axe-hammers. The paper features evidence of local manufacture of axe-hammers, whereas such evidence is presently not available for equal-arm hammers. Placing hammers in burials next to weapons and depicting them on steles in the same position as military metal axes and socketed axes make it possible to be attribute them to weapons. The existence period of stone hammers has been determined within a wide range of the 9th – first half of the 7th enturies BC, and within a narrow range of the mid-8th – first quarter/first half of the 7th century BC.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.011 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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