КАРТОГРАФИЧЕСКИЙ МЕТОД В ИЗУЧЕНИИ ПОМЕЩИЧЬИХ ВЛАДЕНИЙ ПСКОВСКОЙ ГУБЕРНИИ В ПОСЛЕДНЕЙ ЧЕТВЕРТИ XVIII В.
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 study of the possessions of Pskov landowners requires cartographic material involvement but there are still no cartographic constructions on the basis of which it would be possible to present the spatial distribution of landlords ‘ villages in different districts of the Pskov province in the 18 century. “The Economic notes to the General surveying” and related cartographic material are considered by historians the most reliable source for this purpose. For spatial distribution of nobles’ estates on the territory of the Pskov province the data of the geometrical map made according to the General land surveying in 80 - 90ies of the 18 century from the Russian state Archive of ancient acts was involved.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.011 |
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