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Record W2326236479 · doi:10.1097/nur.0000000000000122

Raising a Child With Special Needs

2015· article· en· W2326236479 on OpenAlexaffabout
Brianne Redquest, Nicole Reinders, Pamela J. Bryden, Margaret A. Schneider, Paula C. Fletcher

Bibliographic record

VenueClinical Nurse Specialist · 2015
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsWilfrid Laurier University
Fundersnot available
KeywordsStressorPsychologyCoping (psychology)Special needsLived experienceQualitative researchDevelopmental psychologyClinical psychologyPsychiatryPsychotherapist

Abstract

fetched live from OpenAlex

PURPOSE: Among Canadian children 14 years or younger, an estimated 202 350 (3.7%) are currently diagnosed with a disability. Because of the amount of care and attention children with disabilities require, parents of these children may also experience tribulations. For the sake of this article, tribulations refer to difficulties. Therefore, the purpose of this research was to examine the lived experiences of caregivers of children with disabilities. DESIGN: A qualitative approach, more specifically phenomenology, was utilized to guide this research. SAMPLE: Eight participants (5 biological mothers, 2 adoptive mothers, and 1 father) were recruited from a facility in Southern Ontario that serves children with physical and developmental disabilities. METHODS: Background questionnaires were completed, and 1-on-1 semistructured interviews were conducted with 8 caregivers of children with disabilities. RESULTS: The following themes emerged: (1) life as a caregiver, (2) impact on siblings as perceived by the parents, and (3) changes as a result of having a child with disabilities. This article addresses only the theme "life as a caregiver." CONCLUSION: Overall, the research study revealed the lived experiences of raising a child with special needs by specifically focusing on the lives of caregivers. Despite the many difficulties encountered, caregivers identified positive aspects associated with raising a child with special needs and the coping mechanisms that assist them in managing their stressors. IMPLICATIONS: This research study provides valuable information regarding the lived experiences of caregivers of children with special needs. It may assist other individuals in similar situations by providing comfort knowing that they are not the only ones encountering this journey. It may also allow them to look at their life story with a more positive outlook. It can offer these individuals with coping mechanisms that may assist them in dealing with their stresses. Lastly, it contributes to research that examines the lives of caregivers of children with disabilities by relying on the voice of the caregivers.

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)0.000
metaresearch head score (Gemma)0.002
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.319
Threshold uncertainty score0.635

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.002
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0080.001

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 head0.199
GPT teacher head0.469
Teacher spread0.269 · 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

Citations15
Published2015
Admission routes2
Has abstractyes

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