Bibliographic record
Abstract
The historical features of the formation of Odessa railway stations are considered. It was discovered that the history of railway construction in Ukraine began in 1854 with the construction of a railway branch from Odessa to Parkan, which was the beginning of the rich history of the Odessa railway and railway stations. There were 5 stations in total: "Freight" – a warehouse station and a large station (1865); "Odessa-Main" railway station (first – 1884, existing – 1944 – 1952); "Odessa-Port" railway station (1907 – 1910); Kuyalnytsky station (1873); "Odessa- Passenger" railway station (1914). And a few more temporary and auxiliary ones: "Narkhoz" Station (1944); Station "Odessa-Mala" (1903); Station "Odessa-East" (1970). One of the main achievements of the research is the discovery and study of the formation of the "Bread Town" – on the outskirts of the city of Odessa at the beginning of the 20th century, which was a large warehouse complex, where a dense building of warehouses, warehouses and shopping areas was formed between the railway tracks. The remnants of the Bread Town quarter setting are now city blocks, retaining working rail tracks only at the edges. In the realities of the present time, the importance of the Ukrainian railway and its role in the development of the economy and the process of restoration of the affected cities and territories were revealed. And also the question of the need to reform the structure of the railways arose acutely: the cargo and passenger flow, connected with military realities, increased many times and forced to change the main modes of transportation. It turned out that the new reality requires greater adaptability from the transport infrastructure.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".