Environmental Education for Sustainable Architecture
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
Awareness of the role that buildings play in the current climate crisis poses new onerous tasks for architectural educators and practitioners. The promotion of sustainability in the design of the built environment is a key-factor for addressing the challenges that mankind faces in response to finite resource availability, ecological deterioration and climate alteration. No longer can the global environmental system support fully-serviced carbon-intensive buildings with the energy consumption and CO2 emissions they trigger. In response to these challenges - and considering the swift development of construction methods and techniques in the building industry - nowadays the professional market demands graduates of architectural disciplines endowed with a number of competences that range from creative design and visualization skills up to detailed technical and environmental competence. A new pedagogical methodology has consequently to be developed in order to overcome existing educational and professional barriers and act as a communication platform that facilitates the transfer of knowledge between sustainability-related building sciences and creative design in the architectural curriculum. The aim of this paper is to critically analyze the hindrances to the successful integration of sustainable environmental design in the pedagogy and practice of architecture and introduce a European Action set to promote the comprehensive implementation of environmental sustainability in building design.
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) | 0.000 | 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