The Place of the Family House in Contemporary Oyo Town, Nigeria
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
Every culture produces its own house-form, highly reflective of the history and lifestyle of its people. The family house is a symbol of social identity and family recognition; the need to preserve people’s culture and history through their house is crucial to achieving sustainable housing and decent livelihood. One major concern of urban sociologists and anthropologists, and those in housing related disciplines, is how to provide adequate shelter for the wellbeing of the people. This study thus attempts to examine the place of the family house in Oyo town, Nigeria. A survey of existing family house structure was conducted on households and their housing peculiarities to determine residents’ dwelling preferences. The study showed that despite noticeable inadequacies and deplorable conditions exhibited by most dwellings in Oyo town, the people had strong inclination towards their houses. The study concludes that traditional architecture is not opposed to modernity if both are mutually and rationally initiated. To achieve sustainability in housing, relevant aspects of people’s culture and history, inherent in their dwellings should be incorporated into contemporary housing development.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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