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Record W4396993431 · doi:10.1681/asn.20213210s1655a

Symptom Management Preferences of Kidney Transplant Recipients and Caregivers

2021· article· en· W4396993431 on OpenAlexaff
N. Al Kaabi, István Mucsi, Sara Macanovic, Pearse O'Malley, Mahdiba Chowdhury, Rabail Siddiqui, Melika Dastgheib, Simran Chahal, Beth Edwards, Tibyan Ahmed

Bibliographic record

VenueJournal of the American Society of Nephrology · 2021
Typearticle
Languageen
FieldPharmacology, Toxicology and Pharmaceutics
TopicPharmacy and Medical Practices
Canadian institutionsUniversity Health Network
Fundersnot available
KeywordsMedicineKidney transplantIntensive care medicineKidney transplantationNephrologyKidneyInternal medicine

Abstract

fetched live from OpenAlex

Background: Kidney transplant (KT) recipients frequently experience physical, emotional, and social challenges. These are often undermanaged and can lead to impaired quality of life. Better understanding of the perspectives of KT recipients and their caregivers about their symptom experiences and management needs will improve post-transplant care for KT recipients. Methods: As part of a larger study aimed at developing a patient-centered electronic assessment toolkit, adult (≥18 years) KT recipients and caregivers of KT recipients were recruited for this study via flyers. Patients not fluent in English or cognitively impaired were excluded. Qualitative description was used to explore and understand participants' post-transplant experiences and preferences. A semi-structured interview guide with open-ended questions was used to facilitate in-depth, individual interviews. Interviews were recorded and transcribed verbatim. Transcripts were analyzed via content analysis using deductive and inductive coding strategies. Codes and categories were developed and refined by the research team. Results: Seven KT recipients and one caregiver (age: 52-76 years, 8-20 years post-transplant, 5/8 male) participated. Participants identified significant challenges in physical (e.g. fatigue, sleep disturbances, weight or mobility issues); emotional (e.g. depression, anxiety); and social (e.g. financial challenges, self-care, social roles) domains. Participants considered fatigue as the most troublesome symptom. Furthermore, patients described the clustering of their post-transplant symptoms across domains. For example, fatigue overlapped with depression and the inability to perform self-care activities and maintain relationships. Participants also expressed that their post-transplant care centered on physical symptoms with little exploration and support of psychological and social issues. Finally, participants emphasized that a care plan integrating all aspects of health is needed to adequately support their needs. Conclusions: This analysis identified a range of patient-valued physical, emotional, and social concerns, with fatigue being the most troublesome symptom. These findings will inform the development of future interventions to improve patient-centered post-transplant care.

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)0.001
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.498
Threshold uncertainty score0.451

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.073
GPT teacher head0.403
Teacher spread0.329 · 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 designNot applicable
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".

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Citations0
Published2021
Admission routes1
Has abstractyes

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