ASSESSMENT OF OCCUPIER’S SATISFACTION ON QUALITY PERFORMANCE OF PUBLIC RESIDENTIAL ESTATES IN LAGOS METROPOLIS
Bibliographic record
Abstract
This study is a post occupancy assessment of occupiers’ satisfaction in selected estates within the Lagos Metropolis. This paper undertakes an assessment of users’ satisfaction on the quality performance of public residential estates with a view to determining the occupiers’ satisfaction using quality performance criteria under the elements of building performance; and also to rank the degree of importance of quality performance criteria on occupier’s satisfaction. The paper made use of cross-section survey of 226 households, down from three different socio-economic housing estates in the study area. The results showed that the occupiers were not satisfied wit the criteria under functional element. They were least satisfied with the criteria under behavioral and economic elements. The results show and confirm that the quality of certain physical characteristics in the housing environment is imperative thereby influencing the level of occupiers housing satisfaction. It was recommended that requisite amenities and facilities are to be made available by Housing Providers to increase the level of occupiers satisfaction.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".