MétaCan
Menu
Back to cohort
Record W1982430924 · doi:10.3109/01460862.2012.645407

The Costs of Caring for a Child with an Autism Spectrum Disorder

2012· article· en· W1982430924 on OpenAlexaff
Paula C. Fletcher, Roula Markoulakis, Pamela J. Bryden

Bibliographic record

VenueIssues in Comprehensive Pediatric Nursing · 2012
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsToronto Rehabilitation InstituteUniversity of TorontoWilfrid Laurier University
Fundersnot available
KeywordsAutism spectrum disorderAutismExploratory researchQualitative researchPsychologyFocus groupIndirect costsEconomic costMedicineDevelopmental psychologyPsychiatryClinical psychologyBusiness

Abstract

fetched live from OpenAlex

BACKGROUND: The primary purpose of this exploratory autism research was to examine the lived experiences of female primary caregivers of children with an autism spectrum disorder (ASD). METHODS: Specifically the costs and benefits of the primary caregivers' experiences were examined through semi-structured one-one-one interviews. The specific focus of this paper was to examine the costs of caring for a child with an ASD, whereby costs did not refer solely to monetary costs, but were related to all aspects of the caregivers' lives. Interviews were completed with 8 mothers of children that had been formally diagnosed with an ASD. RESULTS: Undoubtedly all family members within the family unit were affected by a child's diagnosis with ASD as evidenced by the costs revealed by mothers. The subthemes derived from the theme of costs included the following: financial and work costs, costs to the health of family, social costs, and costs to overall family life. The results from this research provide evidence of the challenges associated with caring for a child with an ASD. CONCLUSIONS: It is anticipated that the insights provided by these mothers can act as a source of support for others faced with a similar situation. Additionally health care professionals may be able to use the knowledge gained from such qualitative endeavors in order to help parents cope more effectively with their caregiving responsibilities associated with children with ASDs. The mothers within this study are remarkable women that, for the most part, were able to rise above the negatives/costs associated with caring for a child with an ASD and find the silver linings amidst the turmoil. As remarkable as these women are in the daily struggles they face with their children, it is evident that more resources and support are required to assist these women and their families.

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)0.009
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0050.004
Scholarly communication0.0030.002
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.035
GPT teacher head0.380
Teacher spread0.345 · 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

Citations84
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueIssues in Comprehensive Pediatric NursingSame topicFamily and Disability Support ResearchFrench-language works237,207