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Record W2962741793 · doi:10.1186/s40621-019-0211-1

Mothers’ perception of childhood injuries, child supervision and care practices for children 0–5 years in a peri-urban area in Central Uganda; implications for prevention of childhood injuries

2019· article· en· W2962741793 on OpenAlexaff
Godfrey Siu, Anthony Batte, Brenda Tibingana, Kennedy Otwombe, Richard Sekiwunga, Nino Paichadze

Bibliographic record

VenueInjury Epidemiology · 2019
Typearticle
Languageen
FieldMedicine
TopicInjury Epidemiology and Prevention
Canadian institutionsImpactWestern University
FundersSchool for Public Health ResearchFogarty International CenterNational Institutes of Health
KeywordsBiostatisticsMedicineInjury preventionSuicide preventionPoison controlOccupational safety and healthHuman factors and ergonomicsPublic healthEarly childhoodPeriEpidemiologyEnvironmental healthPerceptionDevelopmental psychologyNursingPsychology

Abstract

fetched live from OpenAlex

BACKGROUND: Injuries are a major concern in childhood. They are especially associated with high morbidity, disability and death in low-income countries. This study aimed at describing mothers' perceptions, child supervision and care practices for children 0-5 years old and how these influence prevention of childhood injuries among children in peri-urban areas of Wakiso district, Uganda. METHODS: In this qualitative study, 10 in-depth interviews and 4 focus group discussions were held with mothers of children aged 0-5 years living in peri-urban areas of Wakiso district, Uganda. The interviews were audio recorded in the local language (Luganda). The audios were transcribed verbatim and later translated into English. We conducted thematic analysis for transcripts from the focus group discussions and in-depth interviews. RESULTS: Most respondents considered injuries as inevitable events among children, although, they acknowledged the impact of injuries on children's health. Close child supervision was highlighted as key in preventing injuries. Hostile situations that place children at increased risk of injuries in this setting include: lack of adult supervision, harsh punishments and lack of safe play areas. CONCLUSION: Our study highlights the different aspects of child care in low resource settings which put children at an increased risk of injuries. Injury prevention programs for children living in low resource settings should thus be aimed towards improving caregivers' perceptions towards injuries, child supervision, care practices and the children play environment.

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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.020
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
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 head0.026
GPT teacher head0.351
Teacher spread0.326 · 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

Citations14
Published2019
Admission routes1
Has abstractyes

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