MODIFICATION OF EXTERNAL DESIGN OF HOUSES TO DESIGN CONTROL BY NOTO PENINSULA EARTHQUAKE
Bibliographic record
Abstract
This paper studies a central district around Sojiji-tenple in Wajima City, Ishikawa Prefecture, where was stricken by the Noto Peninsula Earthquake, through comparative analysis of external design change of houses located within the district between before and after the Earthquake and also analyzes inhabitants' consciousness on the townscape after the reconstruction. As a result, the actual conditions of townscape by reconstruction activities and effectiveness of townscape control rules are clarified. The study also finds the following points: 1) the post-quake townscape of the overall district was enhanced compared with the pre-quake one, due to the improved external designs of the houses, 2) reconstruction supporting system emphasizing conservation of townscape and pre-quake efforts on the townscape design effectively functioned toward enhancing the townscape and 3) consciousness among the district residents has been heightened toward preserving the post-quake townscape.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".