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Identifying Coping Strategies in Parents of Children With Neurodevelopmental Disorders: A Qualitative Inquiry

2025· article· W7150983107 on OpenAlexaboutno aff
James Ma, Seyed Alireza Saadati

Bibliographic record

VenueKMAN Counseling and Psychology Nexus · 2025
Typearticle
Language
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsnot available
Fundersnot available
KeywordsThematic analysisCoping (psychology)CredibilityQualitative researchPsychological interventionReflexivityEmpowerment

Abstract

fetched live from OpenAlex

This study aimed to explore and identify coping strategies employed by parents of children with neurodevelopmental disorders, focusing on emotional, social, practical, and resilience-based dimensions of adaptation. A qualitative research design was adopted, utilizing semi-structured interviews with 23 parents of children diagnosed with neurodevelopmental disorders residing in Canada. Participants were recruited purposively through support groups, clinical networks, and community organizations. Interviews, lasting between 45 and 90 minutes, were conducted either face-to-face or online, audio-recorded, and transcribed verbatim. Data collection continued until theoretical saturation was reached. NVivo 14 software supported data organization and thematic analysis, following Braun and Clarke’s six-phase framework. Credibility and trustworthiness were enhanced through peer debriefing, independent coding, reflexive memoing, and the use of thick description. Analysis revealed four overarching themes: (1) Emotional coping—including stress management, emotional expression, reframing, self-compassion, and hope maintenance; (2) Social support strategies—such as peer support, family involvement, professional guidance, online communities, and workplace flexibility; (3) Practical coping—involving structured routines, resource utilization, problem-solving, and information-seeking behaviors; and (4) Personal growth and resilience—comprising identity transformation, spiritual coping, meaning-making, empowerment through knowledge, and self-care practices. Illustrative quotations from participants highlighted how coping strategies were dynamically employed to navigate ongoing challenges and sustain parental well-being. Parents of children with neurodevelopmental disorders adopt multifaceted coping strategies that extend beyond stress relief to encompass resilience-building and personal growth. These findings underscore the importance of designing culturally and contextually relevant interventions that strengthen parental coping resources, enhance family adaptation, and improve overall quality of life.

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)0.010
metaresearch head score (Gemma)0.014
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 score0.010
Threshold uncertainty score0.051

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.014
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0060.005
Scholarly communication0.0030.003
Open science0.0010.003
Research integrity0.0010.002
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 head0.072
GPT teacher head0.448
Teacher spread0.376 · 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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