Development of the Land Transport System of the Rural Settlement Network in the Tomsk Uyezd (District-Union) in the Second Half of the 19th Century and the First Quarter of the 20th Century
Why this work is in the frame
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Bibliographic record
Abstract
The process of development of the land transport system — postal and zemstvo tracts, volost roads, railway communication is considered. The degree of influence of the transport component on the development of the rural settlement network of the Tomsk Uyezd (district-union) in the Tomsk Province in the second half of the 19th — first quarter of the 20th century is estimated. The author shows the role and significance of the Moscow-Siberian, Tomsk-Kuznetsk, Tomsk-Barnaul, Barnaul-Kolyvansky, Narymsky tracts, local volost roads, as well as the Trans-Siberian Railway on the process of formation of a group of rural settlements of peasant and “foreign” volosts of the Tomsk Uyezd. The work focused on cartographic materials of the corresponding period, as well as a schematic cartographic model of the key transport communications of the northern, central and southern groups of parishes. According to the author, the basis of the land transport network was formed at the turn of the 19th-20th centuries. In the 1920s, there was only a modernization of the already established lines of communication.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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