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Record W7116935925 · doi:10.1016/j.jhlto.2025.100472

The unsung heroes: A scoping review of the experiences of lung transplant informal caregivers

2025· article· en· W7116935925 on OpenAlexaff
Jane Simanovski, Jody Ralph, Jamie Crawley, Kelly Bryce, Dana Sleiman, Edward Cruz

Bibliographic record

VenueJHLT Open · 2025
Typearticle
Languageen
FieldMedicine
TopicTransplantation: Methods and Outcomes
Canadian institutionsUniversity of Windsor
FundersHenry Ford Health System
KeywordsPsychological interventionInclusion (mineral)Relevance (law)TransplantationQualitative researchResource (disambiguation)Lung transplantationQuality of life (healthcare)

Abstract

fetched live from OpenAlex

Informal caregivers support patients after lung transplantation (LTx). With growing recognition of the multiple demands placed on caregivers, this scoping review aimed to systematically map the literature surrounding informal caregiving experiences after LTx using JBI guidelines. Multiple databases were searched from January 2010 to May 2025 based on a combination of synonyms and controlled vocabulary related to "caregiver" and "lung transplant recipients". A total of 404 records were screened after the removal of duplicates. Among these, 16 sources met the inclusion criteria with 12 (75%) classified as full publications, 3 (19%) peer-reviewed conference abstracts, and 1 poster presentation. Most studies were based in North America (11/16 [69%]) with the remainder from Europe or Australia. Only 19% (3/16) of the sources were published within the past 5 years. There were 7 qualitative studies (44%), 6 quantitative (38%), 2 mixed methods (12%), and 1 literature review. Informal caregivers described a wide variety of challenges ranging from high levels of caregiver burden, psychological and emotional impacts, handling multiple daily practicalities, knowledge deficits, and the need for more support. Positive experiences of the informal caregiver role include positive adjustment, presence of support networks and relationships, improved quality of life, and benefiting from educational support and preparation. Informal caregivers remain an integral resource in supporting patients after LTx. However, most available evidence predates recent advances in transplantation practice-with 80% published before 2020-limiting its current relevance and highlighting the need for further research and targeted interventions to support this 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.

How this classification was reachedexpand

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.495
Threshold uncertainty score0.129

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.027
GPT teacher head0.396
Teacher spread0.368 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
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
Published2025
Admission routes1
Has abstractyes

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