The passive ambient comfort and design integration feasibility of vernacular devices in arid housing
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
The excessive energy consumption in arid climates raises the question of utilising climate's intrinsic adaptive methods which could significantly contribute to energy saving strategies. This article introduces the feasibility of incorporating vernacular device strategies to reduce energy consumption and thereby to more realistically assess the opportunities for adapting these strategies in arid areas. The objective is to develop an overall process focused on the integration of vernacular devices and to realise an effective return for both users and developers by improving energy efficiency. A complexity analysis of the integration of the energetic aspects in several vernacular cases was performed in order to propose design processes that optimise energy performance while ensuring occupants' comfort, based on the proposed building structure morphology. The results concretely illustrate both the interrelation between energy consumption and the various conception choices, and how vernacular devices can condition local energy practices.
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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