Heavy metal characteristics of groundwater in Ibadan South Western, 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
Water, an essential commodity is consequently being affected by natural and human activities. Investigations were made on groundwater of the study area to evaluate the impact of heavy metals. Groundwater samples were collected and analyzed using Inductively coupled plasma- emission spectrometry method, at Acme laboratories Canada. Geochemical analysis revealed a significant concentration of increasing order K > Ca > Mg > Fe > Zn > Cu > Pb > As > Cd. Ca, Fe and K were above the WHO standard. Index of geo-accumulation (Igeo), revealed no contamination of the trace metals. Inter-elemental analysis showed a strong correlation between Cd to Zn (‘r’- 0.983) and Fe to Pb (‘r’- 0.900), indicating that the metals are governed by the same geochemical factors and are from the same anthropogenic source. Piezometric map revealed southwest direction of groundwater flow that shows direction of contamination influx. The study can then be concluded to be contaminated with Ca, Fe and K due to the impact of man’s activities in the environment. Public health effect of these metals could be anemia, kidney damage, brain damage, cancer and ultimately death. Key words : Water, contamination degree, geochemical factors, public health, heavy metal.
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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 | 0.001 | 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 | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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