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Record W4409246457 · doi:10.29173/cjfy30129

The Lived Experiences of Mothers Raising Children with Autism Spectrum Disorder in Ethiopia

2025· article· en· W4409246457 on OpenAlexvenueno aff

Bibliographic record

VenueCanadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse · 2025
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsnot available
Fundersnot available
KeywordsRaising (metalworking)Autism spectrum disorderPsychologyDevelopmental psychologyLived experienceAutismPsychoanalysisMaterials science

Abstract

fetched live from OpenAlex

Autism Spectrum Disorder (ASD) is a complex neurological condition characterized by impairments in social interaction, communication, and behavior. In Ethiopia, mothers of children with autism face unique responsibilities and challenges in caring for their affected children compared to other family members. This study delves into the lived experiences of these mothers, focusing on their reactions upon detecting autism in their children, the primary challenges they encounter in nurturing and caring for their children with ASD, the support they receive from the community and schools, and their feelings regarding the future career prospects of their children with autism. To conduct this investigation, a qualitative research approach, specifically employing a phenomenological research design, was utilized. Data collection was facilitated through semi-structured interviews, and the study targeted six regular schools and one autism center. A purposive selection process identified fifteen mothers of children with ASD as key informants. The subsequent data analysis centered on thematic areas outlined in the interview guides, which served as leading questions. Additionally, two cohesive case stories were developed as integral components of the study. The findings revealed that a majority of the respondent mothers/guardians felt overwhelmed by the demands of caring for their children with autism. They also highlighted the negative attitudes of others and the lack of specialized services, compounded by a shortage of trained personnel, which significantly exacerbated their challenges and complicated their caregiving responsibilities. In light of the study's outcomes, it is recommended that the concerned federal ministries become actively involved in promoting and coordinating interventions to support mothers/guardians and their children with autism. This involvement is crucial to ensure that appropriate services and assistance are readily available to address the needs of these individuals.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0070.005
Scholarly communication0.0030.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.019
GPT teacher head0.301
Teacher spread0.282 · 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 designQualitative
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
Published2025
Admission routes1
Has abstractyes

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Same venueCanadian Journal of Family and Youth / Le Journal Canadien de Famille et de la JeunesseSame topicFamily and Disability Support ResearchFrench-language works237,207