Green districts: increasing walkability, reducing carbon, and generating energy
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
If cityscape of rooftops is an emerging concern within scientific community, particularly with regard to environmental impact resulting from these extended waterproofed, its relationship to energy and urban ecosystem is still relatively unexplored. Starting from idea that roof holds potential likely to emerge a new energy culture - while offering spaces that offer a quality of life and a unique landscape quality where nature and dense human habitation converge - main objective of this book is to lay groundwork for a reflection on consequences of role of energy and ecosystems on forms and architectural strategies and roof managers. In this sense, this manuscript is organized in three parts. The first part presents reflections and positions on need to establish sustainable development. The second part provides an architectural and urban look on roof. Last addresses multiple roof functions. Wearing a more specific look at case of Montreal, Paris and Chicago, this book makes way for practitioners of interventions (consultants, city officials etc.), researchers, architects, students and offers an interdisciplinary reflection on a territory become what some call the fifth urban facade. This publication reports on a stage of research project being conducted by an international group of researchers. Entitled air epidermis cities in terms of issue of energy and ways of life: Prospective forms and architectural and urban strategies. 'Learning from' Chicago, Montreal, Paris, project was one of eight winners of French research program Ignis mutat res. Think architecture, city and landscape in energy prism (2011-2015 ) controlled by Bureau of architectural research, urban and landscape of Ministry of Culture and Communication (France) in partnership with Ministry of Ecology, sustainable Development and Energy (France) Workshop International Grand Paris, Veolia Environnement and Vedecom Institute.
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) | 0.001 | 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