FORMATION MECHANISM OF COLOR OF TOWNSCAPE HAS A HARMONY IN THE CHARACTERISTICS OF CHANGE AND DIVERSITY : Study of the relationship between paint colors and residents' life at the West Historic Quarter in Hakodate
Why this work is in the frame
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Bibliographic record
Abstract
At the West Historic Quarter in Hakodate, the color of the townscape has been keeping a harmony though many western style houses have been used various paint colors and their color has often changed. This study aims to clarify the formation mechanism of this color of the townscape. As a result, we found that many residents have selected the color considering the relationship among of them, their houses and surrounding environment. In the background, there were several characteristics of the western style houses with ornaments, the port city, symbolic historical buildings, etc., in the quarter, where the interaction between paint colors and residents' life has occured. And residents have understood and felt strong attachment for the characteristics through their houses painting.
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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 | 0.001 | 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 | 0.000 |
| 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