Thalassocratic Tendencies and Their Possible Influence on the Formation of Identity Among Residents of the Far Eastern Cities of Post-Soviet Russia
Bibliographic record
Abstract
The article is the result of an analysis of factors in the formation of collective identity at points of economic growth. Thalassocratic tendencies that determine the identity of residents of port cities are of particular interest for socio-political research. The Russian Federation has access to sea communications from the north, south, west and east. An assessment of thalassocratic trends in the USA, Canada, Germany and Turkey allows us to assume that the unified identity that emerged during the Soviet period will not retain its integrity. The political activity of the population in the port cities of the Russian Far East will take on different characteristics than in the cities of the continental part. The work used: a comparative method necessary to identify qualitative differences between local and regional thalassocratic and tellurocratic identities. Particular attention is paid to aspects that determine the presence, possible manifestation and dynamics of the formation of signs of thalassocratic identity in the south of the Russian Far East.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".