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Record W4403831442 · doi:10.1681/asn.2024fvnn3zbp

Experience of Patients and Caregivers During the Predialysis Period: A Thematic Analysis

2024· article· en· W4403831442 on OpenAlexaff
Annie‐Claire Nadeau‐Fredette, Émilie Robitaille, Guylaine Cyr, Karthik Tennankore, Kelley Kilpatrick

Bibliographic record

VenueJournal of the American Society of Nephrology · 2024
Typearticle
Languageen
FieldMedicine
TopicReproductive Health and Technologies
Canadian institutionsMcGill UniversityNova Scotia Health AuthorityUniversité de MontréalHôpital Maisonneuve-Rosemont
Fundersnot available
KeywordsPeriod (music)Thematic analysisMedicineIntensive care medicineEmergency medicineQualitative researchSociology

Abstract

fetched live from OpenAlex

Background: Patients living with advanced chronic kidney disease (CKD) often plan to initiate dialysis when their kidney function declines. While several studies have explored components associated with dialysis modality choice, little is known as to how patients and their caregivers experience the period preceding dialysis initiation. Methods: In this qualitative study, semi-structured interviews were performed with patients (n = 9) followed in an advanced multidisciplinary CKD clinic with an eGFR <12 ml/min/1.73 m2 who had already chosen their dialysis modality and with caregivers (n = 9). Thematic analysis was used to identify patients and caregivers' experiences during the predialysis time. Results: Patients participants were 69 ±7 years, included 4 women and 5 men. Among them, 5 patients had chosen home dialysis and 4 facility hemodialysis. Caregivers were mostly women (n=7/9) and most were living with the patient with CKD. Four main themes described patients and caregivers experience: successive shocks of announcements (from CKD diagnosis to imminent need for dialysis), minimizing repercussions on lifestyle regardless of the choice of dialysis therapy, personality type influencing feelings linked to dialysis anticipation (optimist versus pessimist, hope versus despair), reassurancethrough support network (including loved one and healthcare professionals). Patients and caregiver pairs had mostly concordant experience and overall, emotions toward dialysis were more often positive (hope of better future), although grief was also often identified. Conclusion: This work highlights the need to individualize care of patients planning to start dialysis, not only at time of modality selection, but also as patients and caregivers near the initiation of dialysis. Funding: Government Support – Non-U.S.

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)0.011
metaresearch head score (Gemma)0.017
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 score0.011
Threshold uncertainty score0.058

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.017
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0070.005
Scholarly communication0.0040.004
Open science0.0020.006
Research integrity0.0010.002
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 head0.011
GPT teacher head0.285
Teacher spread0.274 · 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 routes1
Has abstractyes

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