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Record W4391915480 · doi:10.1101/2024.02.14.24302803

A Qualitative Evidence Synthesis Exploring Caregiver Information Needs and Experiences Caring for a Child with Chronic Heart Failure

2024· preprint· en· W4391915480 on OpenAlexafffund
Chentel Cunningham, Katie Schroeder, Tabatha Plesuk, Jennifer Conway, Mark J. Haykowsky, Shannon D. Scott

Bibliographic record

VenuemedRxiv · 2024
Typepreprint
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsAlberta Health ServicesStollery Children's HospitalUniversity of Alberta
FundersUniversity of AlbertaCanadian Institutes of Health ResearchWomen and Children's Health Research InstituteCanadian Nurses FoundationChildren's Health Research Institute
KeywordsInclusion (mineral)Qualitative researchPsychologyKnowledge translationNursingMedical educationMedicineKnowledge managementComputer scienceSocial psychologySociology

Abstract

fetched live from OpenAlex

Aim: To synthesize qualitative studies relating to caregivers' information needs and experiences caring for a child with chronic heart failure. Background: Children with chronic heart failure (HF) place a considerable burden on healthcare systems each year and is associated with significant stress for caregivers. Despite substantial knowledge generation and implementation amongst healthcare providers in this field, knowledge translation strategies that target caregiver audiences have lagged. To date, little is known about what literature exists about caregiver's information needs and experiences caring for a child with HF. Design: Qualitative evidence synthesis Methods: Sandelowski and Barroso's Handbook for Synthesizing Qualitative Research guided our review, cross-referencing the ENTREQ statement to report our findings. With librarian guidance, seven databases were searched in November 2023. Search results were imported into Microsoft Excel from EndNote 21. Two independent reviewers (CC, KS), supervised by a senior author (SDS), conducted the initial title/abstract and secondary full-text screens. Results: One study met the inclusion criteria outlined in our synthesis, identifying three themes and ten subthemes. Our findings impeded the ability to conduct any analysis. Conclusion: This review was the first of its kind, looking to synthesize caregiver's information needs and experiences caring for a child with chronic HF. One article met the inclusion criteria. This synthesis highlights a significant knowledge gap in caregivers' experiences and information needs when caring for a child affected by chronic heart failure. This study emphasizes that previous educational tools were not designed using research evidence about parent experience. This also validates the critical need for qualitative interviews with parents about their information needs and experiences to provide more relevant and understandable information to parents in this difficult situation.

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)0.078
metaresearch head score (Gemma)0.113
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 score0.078
Threshold uncertainty score0.410

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0780.113
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0090.011
Science and technology studies0.0050.005
Scholarly communication0.0060.006
Open science0.0030.007
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0060.001

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 head0.123
GPT teacher head0.400
Teacher spread0.277 · 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
Published2024
Admission routes2
Has abstractyes

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