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Record W4404060445 · doi:10.1016/j.intf.2024.100024

Applicability of the Child Health Utility instrument to measure health utility in children with intestinal failure: A qualitative study of caregivers

2024· article· en· W4404060445 on OpenAlexaff
Vikram Raghu, Lisa Lakkis, Flor de Abril Cameron, Daniela Gattini Valdes, Beverly Kosmach‐Park, Janel Hanmer

Bibliographic record

VenueIntestinal failure. · 2024
Typearticle
Languageen
FieldMedicine
TopicChildhood Cancer Survivors' Quality of Life
Canadian institutionsSickKids FoundationHospital for Sick ChildrenUniversity of Toronto
FundersNational Center for Advancing Translational SciencesNASPGHAN FoundationNational Institutes of HealthNorth American Society for Pediatric Gastroenterology, Hepatology and Nutrition
KeywordsMeasure (data warehouse)Intestinal failureQualitative researchChild healthMedicinePsychologyDevelopmental psychologyPediatricsComputer scienceIntensive care medicineData miningSociology

Abstract

fetched live from OpenAlex

Background: Caregivers of children with intestinal failure make many difficult decisions without quantitative data to support how those decisions affect quality of life (QoL). To determine if the Child Health Utility instrument (CHU9D) could be used to collect standardized QoL data, the study aims to determine the most important QoL domains for caregivers of children with intestinal failure. Method: Semi-structured interviews were completed with caregivers of children with intestinal failure that focused on their perspectives of QoL. A content analysis was performed to determine if caregiver perspectives aligned with the nine domains of the CHU9D to support its use in children with intestinal failure. Results: There were 10 participants in the study: 9 biological mothers and 1 biological father. Indications for intestinal failure included short bowel syndrome (n = 8), congenital enteropathy (n = 1), and intestinal dysmotility (n = 1). Caregivers endorsed all 9 domains as important with 77.8 % of domains having unanimous agreement. Annoyance and tiredness were each recognized as unnecessary by two participants. Without prompting, most caregivers described QoL through the domains of sadness, daily routine, and activities. When a subgroup of 8 participants were asked specifically about which domains were most important, sadness was cited by the majority (7/8) of caregivers. Conclusion: The caregiver perspective of important domains for assessing QoL is well-reflected through use of the CHU9D. Opportunities exist for examining whether fewer domains may be sufficient, Future work should confirm these findings directly with children with intestinal failure.

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)0.020
metaresearch head score (Gemma)0.036
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 score0.020
Threshold uncertainty score0.108

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.036
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0060.006
Scholarly communication0.0020.002
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.039
GPT teacher head0.347
Teacher spread0.308 · 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

Citations1
Published2024
Admission routes1
Has abstractyes

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