Bridges as Built Heritage: Preservation, Reimagination, Transformation
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
<p>From ancient civilizations to thriving industrial cities, mobility infrastructure provides safe crossings and promotes economic vitality within both urban and rural communities. Bridges provide rituals of movement connecting users to key parts of our collective cultural identity. Built heritage is a form of placemaking – and the preservation of built heritage creates both environmental and social value.</p><p>Dissing+Weitling presents three unique projects to illustrate how cities can balance infrastructure and public safety demands with cultural heritage. Scotland’s Queensferry Crossing, Canada’s Samuel De Champlain Replacement Bridge, and Switzerland’s Zweite Hinterrheinbrücke provide examples of how bridge architecture can reinforce cultural heritage while adapting to modern safety and user needs for safe crossing – whether through ensemble, replacement, or expansion of heritage infrastructure.</p>
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 | 0.000 | 0.001 |
| 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) | 0.000 | 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