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Record W4311846413 · doi:10.1177/00099228221142102

The Experience of Parental Caregiving for Children With Medical Complexity

2022· article· en· W4311846413 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueClinical Pediatrics · 2022
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsHospital for Sick ChildrenInstitute for Clinical Evaluative SciencesUniversity of Toronto
Fundersnot available
KeywordsCognitive reframingThematic analysisMedicinePsychological resilienceQuality of life (healthcare)Qualitative researchInterpersonal communicationFamily caregiversPopulationMental healthDevelopmental psychologyNursingClinical psychologyPsychologyPsychiatrySocial psychology

Abstract

fetched live from OpenAlex

Children with medical complexity (CMC) have complex chronic conditions with significant functional impairment, contributing to high caregiving demand. This study seeks to explore impacts of parental caregiving for CMC. Fifteen caregivers of CMC followed at a tertiary care hospital participated in semi-structured interviews. Interviews were concurrently analyzed using a qualitative description framework until thematic saturation was reached. Codes were grouped by shared concepts to clarify emergent findings. Four affected domains of parental caregiver experience with associated subthemes (in parentheses) were identified: personal (identity, physical health, mental health), family (marriage, siblings, family quality of life), social (time limitations, isolating lived experience), and financial (employment, medical costs, accessibility costs). Despite substantial challenges, caregivers identified two core determinants of personal resilience: others' support (hands-on, interpersonal, informational, material) and a positive outlook (self-efficacy, self-compassion, reframing expectations). Further research is needed to understand the unique needs and strengths of caregivers for this vulnerable population.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.202
GPT teacher head0.513
Teacher spread0.311 · 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