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
This richly illustrated monograph delves into the innovative output of one of the world's most prolific international design and architecture practitioners, Tokyo-based Shigeru Ban. Canvassing an enormous compilation of works, this title is a significant contribution to IMAGES' stable of works showcasing renowned architects from around the globe. This book features an array of innovative projects, from commercial and residential innovation strategies to humanitarian works, such as emergency shelters made from paper and modular shelters for earthquake victims. Shigeru Ban's visionary residential design philosophies encompass timber hybrid structures, including a building constructed from cardboard tubes; the tallest hybrid timber structure in the world for a residential tower in Vancouver; as well as the new home designed for the Aspen Art Museum, which features woven wooden cladding. His innovation extends to the industrial design of an architect's scale pen used for drawing. This book also helps to relay Shigeru Ban's contemporary discourse on architectural culture, and how it is moving in new directions. This title is a must-have for any serious aficionado of modern architecture, innovative thinking, and design.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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