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Record W4414016478 · doi:10.4314/swj.v20i2.23

Heavy metals and natural radioactivity concentration in soils from selected mining areas in Bosso local government, Niger State, Nigeria

2025· article· en· W4414016478 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueScience World Journal · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsHeavy metalsEnvironmental protectionNatural (archaeology)Soil waterState (computer science)Mining engineeringNatural radioactivityGovernment (linguistics)Environmental chemistryEnvironmental scienceChemistryGeographyGeologyArchaeologySoil scienceMathematicsRadionuclidePhysics

Abstract

fetched live from OpenAlex

Activity concentration of naturally occurring radioactive materials (NORMs) and Heavy Metals (HMs) concentration in the soil samples of two artisanal mining areas in Bosso local government, Niger State, were estimated using gamma spectrometry with NaI(TI) detector and flame atomic absorption spectro-photometry. The mean activity concentration of 40K ranged from 250± 7 to 433± 6 Bq kg-1 in the soil samples. 226Ra ranged from 12± 0.5 to 25± 2 Bq kg-1 , and 232Th ranged from 25± 2 to 11± 1 Bq kg-1 . The Annual effective dose (AED) ranged from 26.02 to 39.54 μSv/year and the absorbed gamma dose rate ranged from 21 to 32.24 nGy/year. The results suggest that the soil radioactivity in the study area, although enhance by the mining and farming activities, are not significant to cause harm to human health considering that the effective doses estimated were lower than the world average of 70 μSv/year recommended by UNSCEAR, 2000. The radium equivalent (Raeq), internal hazard index (Hin), and external hazard index (Hex) were estimated and their mean fell within the acceptable limit recommended by ICRP, 2007. The HM concentration of Zn, Pb, Cd, Cu, Ni, and Fe in the soils were evaluated and their associated health risk were estimated. The results, when compared with the Canadian Environmental Quality Guidelines (CEQG) indicated that all the metals were far below the standards and the soil samples from the artisanal mining sites are said to be safe for building and construction.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.071
Threshold uncertainty score0.485

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.007
GPT teacher head0.234
Teacher spread0.227 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it