Associations between Dwelling Type, Environmental Aspects of Housing Welfare, and Residents’ Sense of Insecurity in Bandar-Abbas, Iran
Bibliographic record
Abstract
Recently, feeling of safety in the residential area as a component of a proper housing has attracted a lot of attention from psycho-sociologist. Hence, this survey aims at determining the relationship between dwelling type, environmental aspects of housing welfare, and residents’ sense of insecurity in Bandar-Abbas, Iran using a self-administered structured questionnaire distributed among 384 residents (62 from single-unit houses + 322 from apartment complexes) randomly selected. The findings show that dwelling type is significantly related to sense of insecurity among the residents. Further, the relationship between the components of housing welfare in residential building and residents’ sense of insecurity is negatively significant. Additionally, regarding the effect of housing welfare components in residential neighborhood, only the access to recreational services has a significant negative but small effect on the sense of insecurity. Therefore, the factors which contribute to improved residents’ feeling of safety may absorb more attention by both designers and policy makers in the housing development in order to increase the welfare of housing.
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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 | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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".