Fundamentals of Community Design for Wellbeing
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
Fundamentals of Community Design for Wellbeing addresses the need to rethink the philosophy and form of residential environments due to recent social, economic, environmental, and cultural shifts, including depletion of non-renewable resources, elevated levels of greenhouse gas emissions, and climate change. This book highlights innovative planning strategies for livability and wellbeing of communities supported by lessons from notable international case studies, addressing varied issues including accommodating elderly populations, designing walkable communities, and closing the affordability gap. Authored by an architecture professor who is also a practicing architect and urban planner, this book navigates the residential design process from site planning to individual home design, emphasizing principles of sustainability. Each of its 20 illustrated chapters focuses on a distinct aspect of residential design that highlights effective solutions for today’s pressing challenges. This book is essential for students of urban planning, architecture, and sustainability, as well as professionals and policy makers.
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 | 0.002 | 0.001 |
| 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 | 0.000 |
| 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