Does Design Matter? The Ecological Footprint as a Planning Tool at the Local Level
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 paper provides a comparative environmental analysis of three subdivision designs for the same site: an ecovillage, a new-urbanist design and an up-scale estate subdivision. The comparison is based on ecological footprints (EF). Based on built form alone, the higher-density subdivisions resulted in lower EF. Consumption data were limited to the ecovillage, since this is the actual use of the study site, but comparisons were made with regional US averages. The study suggests that consumption contributes more to the overall footprint than built form. Qualitative information was used to explore how consumption is influenced by urban design and self-selection. Despite the challenges associated with data collection and conversion, it is argued that EF has utility for planners and urban designers because it enables assessment of built form from an environmental consumption point of view. The problem of the 21st century is how to live good and just lives within limits, in harmony with the earth and each other. Great cities can rise out of cruelty, deviousness, and a refusal to be bounded. Liveable cities can only be sustained out of humility, compassion, and acceptance of the concept of enough. (Donella Meadows, as cited in Beatley & Manning, 1997 Beatley, T. and Manning, K. 1997. The Ecology of Place: Planning for Environment, Economy, and Community, Island Press: Washington, DC. [Google Scholar], p. 1)
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 | 0.004 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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