What Do We Know? What Do We Have? What Do We Miss? What Do We Love?
Bibliographic record
Abstract
"Around the world, place-based projects are drawing increasing attention to the pillars of art, design, and economics as important players in the development and redevelopment of the so-called periphery. This publication poses the question: How plausible and effective are these ventures? Jahresring 65 is specific to Fogo Island, an island of approximately 2,500 inhabitants located off the coast of Newfoundland, Canada. A centuries-old cod-fishing settlement, the community’s livelihood was almost devastated in the mid-twentieth century due to industrial overfishing. The island is now experiencing profound social, economic, and cultural transformation, due in part to a recent series of art, social, business, and asset-based community development initiatives. Now, Fogo Island stands as an example of the potential (but also the contradictions) of contemporary alliances between art, design, and social entrepreneurship." -- Publisher's website.
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.
How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.019 | 0.028 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 0.039 |
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; both teacher heads agree on what is shown here.
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".