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Record W4386219812 · doi:10.1186/s12936-023-04683-3

Unravelling factors associated with malaria parasitaemia among children 6–24 months to inform malaria interventions in Nigeria: evidence from 2021 Malaria Indicator Survey

2023· article· en· W4386219812 on OpenAlexaff
Chinazo Ujuju, Olugbenga Ayodeji Mokuolu, Chinyere Nwafor-Okoli, Kenechi Ogbodo Nnamani

Bibliographic record

VenueMalaria Journal · 2023
Typearticle
Languageen
FieldMedicine
TopicMalaria Research and Control
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsMalariaTropical medicineMedicineRapid diagnostic testLogistic regressionPsychological interventionEnvironmental healthResidenceCross-sectional studyPediatricsDemographyImmunologyInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: As an additional two million malaria cases were reported in 2021 compared to the previous year, concerted efforts toward achieving a steady decline in malaria cases are needed to achieve malaria elimination goals. This work aimed at determining the factors associated with malaria parasitaemia among children 6-24 months for better targeting of malaria interventions. METHODS: A cross-sectional study analysed 2021 Nigeria Malaria Indicator Survey dataset. Data from 3058 children 6-24 months were analyzed. The outcome variable was children 6-24 months whose parasitaemia was determined using a rapid diagnostic test (RDT). Independent variables include child age in months, mothers' age, mothers' education, region, place of residence, household ownership and child use of insecticide-treated net (ITN), exposure to malaria messages and knowledge of ways to prevent malaria. Logistic regression analysis was conducted to examine possible factors associated with malaria parasitaemia in children 6-24 months. RESULTS: Findings revealed that 28.7% of the 3058 children aged 6-24 months tested positive for malaria by RDT. About 63% of children 12-17 months (aOR = 1.63, 95% CI 1.31-2.03) and 91% of children 18 to 24 months (aOR = 1.91, 95% CI 1.51-2.42) were more likely to have a positive malaria test result. Positive malaria test result was also more likely in rural areas (aOR = 1.79, 95% CI 2.02-24.46), northeast (aOR = 1.54, 95% CI 1.02-2.31) and northwest (aOR = 1.63, 95% CI 1.10-2.40) region. In addition, about 39% of children who slept under ITN had a positive malaria test result (aOR = 1.39 95% CI 1.01-1.90). While children of mothers with secondary (aOR = 0.40, 95% CI 0.29-0.56) and higher (aOR = 0.26, 95% CI 0.16-0.43) levels of education and mothers who were aware of ways of avoiding malaria (aOR = 0.69, 95% CI 0.53-0.90) were less likely to have a malaria positive test result. CONCLUSION: As older children 12 to 24 months, children residing in the rural, northeast, and northwest region are more likely to have malaria, additional intervention should target them in an effort to end malaria.

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 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)0.006
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0050.000

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 head0.051
GPT teacher head0.316
Teacher spread0.265 · 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 teacher head, not a consensus.

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".

Quick stats

Citations5
Published2023
Admission routes1
Has abstractyes

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