Quality Assessment of Residential Complexes Standards of Satisfaction in Basra City of Iraq
Bibliographic record
Abstract
The purpose of this study is to assess the planning and design of residential communities in the Iraqi city of Basra through residential standards set by the Iraqi Ministry of Housing to determine the residents' level of satisfaction.Residential complexes implemented in the city of Basra lack planning and building design standards in order to be residential complexes that meet the needs of their residents and achieve a level of satisfaction for them.Due to the large number of defined criteria, three groups of criteria were established: residential (local) planning indicators, social services indicators, and dwelling unit design indicators through the method of comparing the reality indicators of these complexes of housing with the standard.Specific criteria on selected residential communities in the city of Basra were evaluated as well as differences in planning and design style to test and evaluate residential standards.The study provides recommendations to the future that could help this city and others become friendlier and more sustainable.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 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".