Ports in state socialism, or why the Cold War matters to maritime history
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
As central transport hubs of commodities, people and information, ports play a specific and important role in modern societies. This is valid even more so in socialist states. As we argue in this introduction, and subsequently throughout this Forum, socialist ports were in many ways places of exception: in a political system that preferred closed borders, ports symbolized the ‘gates to the world’; in an economic system that was thoroughly planned, ports became the main contact point for global trade outside of a planned economy. Therefore, while socialist ports differed from other socialist entities, they also differed from non-socialist ports, especially regarding the influence of government control and decision-making through state-owned companies or the ‘primacy of politics’ over economic argument. This specificity of socialist ports during the Cold War is analysed from three perspectives in the articles collected in this Forum: first, on the local or micro level, attention is afforded to agents such as sailors or port workers navigating the particular conditions of the ports; second, the top-down approaches of local or national management of the ports are discussed; third, ports are appraised as part of larger networks in their international context.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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