Creative Applicability of Dunhuang Floral Tiles in Architectural Modern Interior Decoration
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
Dunhuang art encompasses a variety of art forms. The production of interior furnishings in conjunction with Dunhuang floral tile art through moulding, painting, or carving methods was designed. Local artists' participants were interviewed and observed while recording data using a camera, video, and group discussion. There are 419 architectural models and mural replicas at the Dunhuang murals, which are ongoing at the Mogao caves’ grottoes in Gansu province. Temples of Dunhuang: Buddhist Art on China’s Silk Road, Dunhuang floral tiles with patterns are unique in shape, novel in conception, rigorous in structure, vivid in the image, and numerous in number and variety as a form of art for demonstrating their intrinsic, deep historical origins and cultural Chinese Buddhist culture. Dunhuang cave art is closely related to Buddhism. Chinese classical religious architecture protects relevant cultural relics, and the creative applicability of Dunhuang floral tiles in modern architectural interior decoration is significant.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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