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.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.136 | 0.143 |
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".