DANE Mechanizm i obszary wsparcia rozwoju współpracy transgranicznej oraz ochrony dziedzictwa i krajobrazu kulturowego w ramach programu „Interreg Polska – Słowacja”
Bibliographic record
Abstract
In order to support the development of Polish and Slovak border regions, after the accession of both countries to the EU, the “Interreg Poland – Slovakia” Program was implemented. One of the priorities of the Program is the protection and use of the common Polish-Slovak cultural and natural heritage for the development of cross-border cooperation. As part of Interreg since 2004, EU-Structural Funds have co-financed joint Polish-Slovak projects implemented in selected counties/poviat located in the following voivodeships/provinces: Śląskie, Małopolskie, Podkarpackie (on the Polish side) and Žilinskom kraji, Prešovskom kraji and Košickým kraji (on the Slovak side). The next editions of Interreg are becoming increasingly popular in Poland and Slovakia including its recognition by experts as well as the implementation of a cross-border effect.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.028 | 0.006 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".