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Record W4411994851 · doi:10.22289/sg.v6n1a29

QUALIDADE FÍSICO-QUÍMICA E MICROBIOLÓGICA DA ÁGUA DE FUROS (POÇOS ARTESIANOS) PARA CONSUMO ESCOLAR EM CHIMOIO - MOÇAMBIQUE: Estudo em três escolas públicas

2025· article· en· W4411994851 on OpenAlexaff
Fanuel Garai Albino Muiambo

Bibliographic record

VenueScientia Generalis · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare Regulation
Canadian institutionsCanadian Parks and Wilderness Society
Fundersnot available
KeywordsMedicine

Abstract

fetched live from OpenAlex

The present work aimed to analyse the physicochemical and microbiological qualities of the water collected in the boreholes of public supplies for human consumption in the city of Chimoio. However, three public schools were selected where there are boreholes that supply the local population, the choice of these data collection points was randomly based on probabilistic sampling, for the data collection the methodology described by APHA was followed, aiming to analyse the physicochemical parameters (pH, total hardness, turbidity and electrical conductivity) and microbiological parameters (total coliforms, total bacteria count and Escherichia coli), the samples were processed and analysed in triplicate in the FIPAG laboratory and the resulting data were submitted to analysis of variance and the means were compared by Tukey's test at 5% of significance in the Statistix version 8 statistical package using a completely randomized design. From the results found, significant differences were found between the three data collection points, where the physicochemical parameters of the 1º de Maio and Cabeça de Velho Schools are within the legislated limits, with pH values ranging from 5.7 to 6.7, total hardness from 6.66 to 48.30mg/l, turbidity from 0.47 to 0.60NTU and electrical conductivity ranging from 147.39 to 169.58 μ/cm, the 7 de Setembro School presented the pH value lower than recommended, regarding the microbiological parameters, it was found that all collection points have contamination by microorganisms of faecal origins, especially coliform bacteria. It is concluded that the physicochemical composition of the schools 1º de Maio and Cabeça de Velho is healthy for human consumption, except for the water from the boreholes of the 7 de Setembro school, has a pH below the recommended, thus, the microbiological composition of the borehole waters of the schools are compromised by contamination of pathogens harmful to human health.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.036
Threshold uncertainty score0.072

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.070
GPT teacher head0.441
Teacher spread0.371 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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