Urban Landscape Planning and Soil Variation in Nigeria: Lokoja as a Case Study
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
The legacies of the colonial masters of a well landscaped environment have been left to rot due to negligence and increase need for urban land for anthropogenic activities. This had led to recent attempts of revival by the government through tree planting campaigns, which have not yielded desired result. Soil factor have been found to be neglected in landscaping the urban environment, this have been attributed to failure of landscaping attempts in the study area. This research attempted to find the relationship between the vegetation species distribution and soil physical properties with use of spearman’s correlation coefficient. The findings show that relationship between vegetation species distribution and soil physical properties are not significant, this may mean that there are other factors that must be considered in determining why certain species of plant thrive in certain areas than the other. Key words: Soil degradation; Colonial legacies; Landscaping; Vegetation species
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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 | 0.002 | 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 it