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Record W6901770489 · doi:10.60692/w8adg-cne22

Care-Seeking Behaviour and Treatment Practice for Malaria in Children Under 5 Years: A Cross Sectional Study in Idu Community, Abuja, Nigeria

2021· article· en· W6901770489 on OpenAlexaboutno aff

Bibliographic record

VenueGreater South Information System · 2021
Typearticle
Languageen
FieldMedicine
TopicMalaria Research and Control
Canadian institutionsnot available
Fundersnot available
KeywordsMalariaCross-sectional studyDiseaseQuarter (Canadian coin)EpidemiologyPharmacy

Abstract

fetched live from OpenAlex

Malaria is one of the major causes of death for children who are under 5 years of age.African children are most affected because of the prevalence of the disease in the Continent.This study aimed at assessing care-seeking behaviour and treatment practice for malaria in children under 5 years of age.A cross sectional study was conducted by administering a self completed questionnaire to caregivers in Idu community, Abuja.Data were analysed using Statistical Package for Social Sciences.Findings revealed that all the study participants had encountered malaria in their children under 5 years, majority of the participants (55%) sought treatment from pharmacy or clinic when their under 5 years old child had malaria.More than a quarter of the study participants sought treatment within 24 hours following malaria infection in their children.For those that delayed in seeking treatment, majority of them indicated lack of finance as a reason for delay.Government therefore need to put policy in place to ensure that children under 5 years of age have unhindered access to malaria treatment so as to prevent loss of lives.

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 score0.022
Threshold uncertainty score0.043

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.044
GPT teacher head0.312
Teacher spread0.267 · 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".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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