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Record W4393989213 · doi:10.1177/15269248241239245

The Strategies Used to Balance Health and Work Across the Solid Organ Transplantation Trajectory

2024· article· en· W4393989213 on OpenAlexafffundabout
Keira Gaudet, Marc Corbière, Tianyan Chen, Héloïse Cardinal, Marie Achille

Bibliographic record

VenueProgress in Transplantation · 2024
Typearticle
Languageen
FieldHealth Professions
TopicEmployment and Welfare Studies
Canadian institutionsCentre Hospitalier de l’Université de MontréalMcGill UniversityUniversité du Québec à MontréalMcGill University Health CentreUniversité de Montréal
FundersFonds de Recherche du Québec-Société et CultureUniversité de Montréal
KeywordsTransplantationFlexibility (engineering)MedicineWork (physics)Health careThematic analysisSick leaveOrgan transplantationNursingQualitative researchPhysical therapySurgeryManagement

Abstract

fetched live from OpenAlex

Introduction: Workers who undergo solid organ transplantation report frequent conflicts between the unpredictable demands of their health condition and the rigid requirements of their employer and of health services. The present study aimed to describe the self-management strategies adopted by workers while staying at work before transplantation and during sustainable return-to-work posttransplantation. Methods: Fifteen employed kidney, liver, and lung transplant recipients were recruited from 2 large urban university health centers in Montreal, Canada. Three focus groups were held, and thematic analysis was performed. Findings: Seven strategies were identified: responding promptly and consistently to fatigue-related needs, planning ahead with immediate supervisors while remaining strategic about when to disclose transplantation, requesting work accommodations, requesting flexibility in healthcare provision, consulting physicians about work-related issues, informing co-workers about work limitations and immunosuppression and asking not to be treated differently in the workplace. Conclusion: Access to work accommodations, support from physicians and flexibility in treatment and appointment schedules supported workers’ ability to manage their health while staying at work before and after undergoing solid organ transplantation. In light of findings, it may be useful for healthcare professionals to address workers’ concerns about work limitations and work accommodation implementation, especially when the illness-management burden increases before transplantation and during posttransplantation sick leave. Future studies could describe the strategies used by other important stakeholders when attempting to provide support to workers.

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)0.003
metaresearch head score (Gemma)0.004
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 score0.022
Threshold uncertainty score0.044

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.003
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0010.001
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 head0.046
GPT teacher head0.437
Teacher spread0.390 · 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

Citations2
Published2024
Admission routes3
Has abstractyes

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