Economic necessity and political reality in the GDR: Establishing an overseas port at Rostock
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
Opened in April 1960, the overseas port at Rostock resulted from a convergence of factors related to geopolitics, geography, economics and the unique needs and challenges of building a socialist port. Local, national and global pressures played on each other in establishing the port, making Rostock a singular product of the Cold War in the German Democratic Republic. The history of decision-making that went into the building of the port demonstrates the importance of politics in the Cold War, as well as its limits. Although informed by geopolitics, economic decisions in Europe’s socialist economies reflected a broad array of factors. This article argues that national and local decision-makers managed competing regional and national interests in order to develop their own economic strategies that functioned on several different levels. Rostock’s history highlights the common problematic of operating within and outside of the boundaries that the Cold War produced.
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 | 0.002 | 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| 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 it