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
Situated on Lake Mlaren on one of the worlds most beautiful harbours, Stockholm has set the benchmark for civilized city-living since the time of the Vikings. Its medieval regal period saw the Vasa dynasty turn a small town in the shadow of Uppsala into the capital city of a dominant power in Europe and a major trading port. In the Napoleonic era Stockholm readjusted its priorities to establish itself as a centre of innovation, technical and social. While the city has suffered more than its fair share of disasters, Stockholms cultural and commercial elite transformed it into a community which welcomed innovation and spread the fruits of its achievements far beyond its borders. From its celebrated Old Town, dating from the Middle Ages, to its Art Nouveau and modern quarters, Stockholm is a city rich in museums, theatres and landmarks. Tony Griffiths explores the Swedish capital, old and new, revealing a city of unexpected contradictions.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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