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Record W4404365586 · doi:10.1186/s12887-024-05222-y

Early childhood development and its associated factors among children aged 36–59 months in Afghanistan: evidence from the national survey 2022–2023

2024· article· en· W4404365586 on OpenAlexaff
Omid Dadras, Muhammad Haroon Stanikzai, Massoma Jafari, Essa Tawfiq

Bibliographic record

VenueBMC Pediatrics · 2024
Typearticle
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsMcMaster University
FundersUNICEF
KeywordsMedicinePediatricsEnvironmental healthDemography

Abstract

fetched live from OpenAlex

BACKGROUND: Understanding the status of early childhood development (ECD) and its associated factors could serve as the basis for future policy efforts and interventions. Therefore, this study aimed to determine the status of ECD and its associated factors among children aged 36-59 months in Afghanistan. METHODS: We used data from the Afghanistan Multiple Indicator Cluster Survey 2022-2023 (MICS) to assess ECD status. The outcome variable was a binary measure, indicating whether a child was developmentally on track or not. To explore the associations between ECD status and various explanatory variables, we applied binary logistic regression models, presenting both univariate and multivariate analyses. RESULTS: Among the 13,866 children aged 36 to 59 months included in the analysis, 29.95% (95% CI: 29.19-30.72%) were found to be developmentally on track. The likelihood of being developmentally on track was higher in children whose mothers had secondary [adjusted odds ratio (AOR) 1.36 (95%CI 1.04-1.77)] and higher education [1.73 (1.08-2.76)], in children whose fathers had primary [1.32 (1.05-1.67)], secondary [1.40 (1.10-1.79) and higher education [1.60 (1.21-2.11)], and in children belonging to the higher household wealth status [1.46 (1.18-1.82)]. On the other hand, the likelihood of being developmentally on track was lower in children aged 48-59 months [0.35 (0.30-0.40)], in children living in rural areas [0.77 (0.62-0.96)], in children with stunting [0.77 (0.61-0.96)], and in underweight children [0.61 (0.52-0.72)]. CONCLUSION: Our findings indicate that 29.95% of children aged 36-59 months in Afghanistan are developmentally on track. Positive associations were found between ECD and higher parental education and household wealth status. However, living in rural areas, underweight and stunted growth were negatively associated with ECD. To improve early childhood development programs in Afghanistan, targeted interventions are needed to address the factors identified in this study.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.005
Threshold uncertainty score0.795

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.042
GPT teacher head0.276
Teacher spread0.234 · 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.

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

Citations11
Published2024
Admission routes1
Has abstractyes

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