An international encyclopedia of land tenure relations for the nations of the world = Международная энциклопедия землепользования и земельных отношений народов мира
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
Land Tenure and Land Relations in the Countries of Historically-Formed Developed and Developing Market Economy (cont'd) Land Tenure and Land Relations in Germany (Peter Tillack, Eberhard Shultze) Land Tenure and Land Relations in Greece (Valeria Bashkirova) Land Tenure and Land Relations in Canada (Valeria Bashkirova) Land Tenure and Land Relations in Norway (Valeria Bashkirova) Land Tenure and Land Relations in the USA (Gene Wunderlich) Land Tenure and Land Relations in Finland (Martti Hautala) Land Tenure and Land Relations in Switzerland (Valeria Bashkirova)
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 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