Trialogue on Built Heritage and Sustainable Development
Bibliographic record
Abstract
This study represents a trialogue by a town planner, an economist, and a political scientist on the concepts of built heritage and sustainable development in terms of some features in the relationship between sustainable development and economics, sustainable development, built heritage conservation and economics, built heritage conservation and politics, built heritage conservation and sustainable development, and the tension between built heritage conservation vs. conservation/sustainable development. From planning, economic, and political angles, the feasibility and limitations of heritage building conservation in relation to conservation and sustainable development are presented. Compared to ecological conservation, built heritage conservation can easily accommodate sustainable development, as it is certainly a physical dimension for managing cultural heritage conservation. Built heritage as “heritage buildings” can articulate with real estate development via proper conservation planning. Its historical aspect signifies the legitimacy of conservation, while its proprietary aspect renders it fit for betterment.
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.
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 | 0.006 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.014 |
| Scholarly communication | 0.014 | 0.011 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.006 | 0.013 |
| Insufficient payload (model declined to judge) | 0.025 | 0.003 |
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".