Sustainable Rehabilitation Strategies for Traditional Iraqi Homes: Mitigating Thermal Challenges with Innovative Materials
Bibliographic record
Abstract
The rehabilitation of traditional houses in Iraq is very difficult due to outdated construction systems, environmental conditions, and the high costs of maintenance.The present study explores the use of Izocrete blocks as an alternative construction material for sustainability and investigates their potential.There are several benefits, including low weight, high durability, thermal insulation, and economic efficiency of these blocks.Through a case study, it has been shown that Izocrete blocks presented a 7-C reduction in indoor temperature, along with better resistance to environmental factors.Additionally, compared to traditional materials, construction cost was reduced by 30%, while maintenance cost was 50% lower due to the durability of materials.In addition to shedding light on the challenges of Iraq's housing rehabilitation, the findings also tell us much about the potential of this approach in building a more sustainable urban future for Iraq.
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How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".