Toward a Better World: Finnish Utopian Communities since 1972
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
The utopian communities of Finns are linked to world history and the great ideological foundations behind numerous utopian endeavors. In the paper, Finnish utopian communities will be described, compared, and contrasted by their ideological backgrounds and in a global context. In addition, the reasons for the dissolution of these settlements are analyzed. Even though the Finnish utopian communities are not often mentioned together with More's Utopia, or with Fourier, Owen, Cabet, or Oneida, they have an interesting history reaching back to the 1792 “New Jerusalem” plan in Sierra Leone. While the best-known Finnish utopian ventures are Sointula in Canada (1901-1905) and Colonia Finlandesa (1906-1940) in Argentina there were, however, almost twenty similar Finnish ventures around the world based on nationalism, utopian socialism, cooperative movements, “tropic fevers,” and religious ideas.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.002 | 0.007 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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