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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 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

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.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.383
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

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