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 Serbian Cartography of the 19. Century, begins with the Rewrited plated Map of Sava Tekelija, from the early beginning of the Century, and ends with the original and scientifical Model of the Work of Jovan Cvijić. The Austrian Cartographers are almost the only and the most important acters of the Representation of Serbia in Geographical Maps, in the first half of the 19. Century, which is certainly in concordance with the historical occurrences. The Maps of Austrian Cartographers exceed significantly in quality and quantity the rest of the Maps of other European Cartographers. German, French and Russian Cartographers, occasionally appearing in the first Plan, did not give any substantial tribute to the development of the Representation of Serbia on Geographical Maps, and they are not carriers of its development in any period. From practical military reasons, the geographical research of Serbia were primarily developed in the Army, where were acquired the most precious experiences. In 1876, the Geographical Department was created, by the Decision of the Serbian Head Quarter, which had the task to make the Map of Serbia in most larger Scale. Thereby, the new period for the Serbian Cartography has begun. The urge Needs of the Society have reinforced the demands for most various Maps, and all the scientifical, expert and technical conditions were already developed to satisfy those demands. A lot of universal Geographical and Thematical Maps of Serbia, made by European Cartographers were published till the end of the 19. Century, but they still did not have any major importance for the development of the Serbian Cartography. In the last quarter of the Century, Serbia was included in the European Cartography, through its own original Works.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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