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Record W2888217156 · doi:10.1007/s10897-018-0294-9

Alone in a Crowd? Parents of Children with Rare Diseases’ Experiences of Navigating the Healthcare System

2018· article· en· W2888217156 on OpenAlexafffundabout
Jennifer Baumbusch, Samara Mayer, Isabel Sloan‐Yip

Bibliographic record

VenueJournal of Genetic Counseling · 2018
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsUniversity of British ColumbiaUniversity of British Columbia Hospital
FundersRare Disease Foundation
KeywordsPublic healthHealth careGenetic counselingMedicineHuman geneticsFamily medicineNursingPediatricsGeneticsPolitical scienceBiology

Abstract

fetched live from OpenAlex

A disorder is considered a rare disease if it affects 1 in 2000, hence, while independently unique, collectively, these conditions are quite common. Many rare diseases are diagnosed during childhood, and therefore parents become primary caregivers in addition to their parental role. Despite the prevalence of rare diseases among children, there has been little research focused on parents' experiences of navigating the healthcare system, a gap we begin to address in this study. Guided by an interpretive description methodology, participants were recruited through online listservs and posting flyers at a pediatric hospital in Western Canada. Sixteen parents (15 mothers and 1 father) participated in in-depth, semi-structured interviews between April 2013 and March 2014. Data were analyzed inductively, generating the main study themes. Findings illuminated the challenges parents' experienced on their child's diagnostic journey-from seeking, to receiving, to adjusting to the rare disease diagnosis. Following diagnosis, gaps, and barriers to services resulted in parents pursuing services that could support their child's unique care needs, which often resulted in out-of-pocket payments and changes to employment. Parents found peer support, both online and in person, to be an effective resource. This study illustrates the common challenges experienced by parents of children with rare diseases as they navigate the healthcare system. Parents' role as "expert caregiver" was rarely acknowledged by healthcare providers, pointing to the need to foster more egalitarian relationships. As well, parents were burdened with the additional role of care coordinator, a role that could be filled formally by a healthcare provider. Lastly, peer support was a key resource in terms of information and emotional support for parents who often begin their journey feeling isolated and alone. Policies and programs are needed that validate the invisible care work of parents and ensure adequate formal supports are in place to mitigate potential sources of inequity for these families. Furthermore, genetic counselors can play a key role in ensuring parents' informational needs are addressed at the time of diagnosis and in connecting families who share common experiences regardless of the rare disease diagnosis.

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)0.005
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 score0.015
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.014
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0080.005
Scholarly communication0.0040.005
Open science0.0010.004
Research integrity0.0020.003
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 head0.021
GPT teacher head0.342
Teacher spread0.321 · 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

Citations230
Published2018
Admission routes3
Has abstractyes

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