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Record W1987685090 · doi:10.3109/09638288.2012.667192

Working with immigrant families raising a child with a disability: challenges and recommendations for healthcare and community service providers

2012· article· en· W1987685090 on OpenAlexaffabout
Sally Lindsay, Gillian King, Anne F. Klassen, Victoria M. Esses, Melissa Stachel

Bibliographic record

VenueDisability and Rehabilitation · 2012
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsMcMaster UniversityWestern UniversityHolland Bloorview Kids Rehabilitation Hospital
Fundersnot available
KeywordsService providerImmigrationFocus groupHealth careNursingQualitative researchRehabilitationService (business)Cultural competencePsychologyMedicineMedical educationSociologyPolitical scienceBusinessPedagogy

Abstract

fetched live from OpenAlex

PURPOSE: Although providing culturally sensitive care is an important element of family-centered rehabilitation very is little known about providers' experiences working with immigrant families in pediatric settings. The purpose of this study is to develop a better understanding of the experiences of service providers working with immigrant families raising a child with a physical disability. METHOD: We draw on a qualitative approach involving in-depth interviews and focus groups with healthcare and community service providers (n = 13) in two multi-cultural Canadian cities. RESULTS: The findings indicate that healthcare and community service providers encounter several challenges in providing care to immigrant families raising a child with a disability. Such challenges include the following: (1) lack of training in providing culturally sensitive care; (2) language and communication issues; (3) discrepancies in conceptualizations of disability between healthcare providers and immigrant parents; (4) building rapport; and (5) helping parents to advocate for themselves and their children. Service providers also have several recommendations for improving services to better meet the needs of immigrant families. CONCLUSION: Clinicians should be cognizant of how culture influences the care they provide to clients. More training opportunities are needed for enhancing culturally sensitive care. IMPLICATIONS FOR REHABILITATION: • Pediatric rehabilitation providers working with immigrant families raising a child with a disability should engage in training and education around culturally sensitive care to better meet the needs of these clients. • More time is needed when working with immigrant families to build trust and rapport. • Clinicians need to be sensitive around gender issues and try to involve both parents in the decision making around the care for their child. • Healthcare providers should help clients to become more aware of the resources available to them in the hospital and in the community.

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)0.019
metaresearch head score (Gemma)0.027
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: none
Teacher disagreement score0.118
Threshold uncertainty score0.235

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.027
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0020.002
Science and technology studies0.0290.007
Scholarly communication0.0120.010
Open science0.0060.015
Research integrity0.0110.013
Insufficient payload (model declined to judge)0.0110.002

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 head0.102
GPT teacher head0.362
Teacher spread0.259 · 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

Citations109
Published2012
Admission routes2
Has abstractyes

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