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
<span style="font-family: &quot;Arial&quot;,&quot;sans-serif&quot;; font-size: 7pt; mso-ansi-language: EN-US; mso-fareast-font-family: 'Times New Roman'; mso-fareast-theme-font: minor-fareast; mso-fareast-language: ES; mso-bidi-language: AR-SA;" lang="EN-US">Sustainability is not only a technical problem, but also a political, economic and cultural one. The Canadian Center for Architecture has gathered experts in territorial energy management from around the world in order to have a closed-doors meeting. It is necessary to change the perception that ordinary citizens have, as Mostafavi pointed out, implying a political task which is beyond political practice. Each inhabitant today takes up double the amount of square meters to be heated, cooled, kept at constant temperature, or constructed, than 20 years ago. Some of these experts tried to show that this was a technical problem, setting maximum consumption quotas per person which would be sufficient to have sustainable development. In Switzerland, this gesture implies improving insulation, improving the form factor, and improving the sealing in joinery and thermal bridges. However, this does not stop being a local problem if we compare it to warmer climates in terms of calories and frigories, where we find 40% of air conditioning appliances. Wolker M. Melter states that there are two aesthetical models established within the general public and within professionals: On one hand, the glass bubble and the glass box, with technical knowledge providing ways to manage climate that allow for environments with a complete autonomy; and on </span><span style="font-family: &quot;Arial&quot;,&quot;sans-serif&quot;; font-size: 7pt; mso-ansi-language: EN-US; mso-fareast-font-family: 'Times New Roman'; mso-fareast-theme-font: minor-fareast; mso-fareast-language: ES; mso-bidi-language: AR-SA;" lang="EN-US">the other hand a return to the thick, multi-layer wall; managing the fa&ccedil;ade within bioclimatic conditions and making a return to a defensive strategy, using materials and resources with a certain degree of lightness and optimism. Recognizing reality along with its limits and contradictions is the first step towards doing something in any direction, maybe with less faith, but certainly making more sense.</span>
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| 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