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Record W4377042686 · doi:10.1016/j.xkme.2023.100673

Dialysis Patient Experiences During the COVID-19 Pandemic: A Survey Study

2023· article· en· W4377042686 on OpenAlexaff
Elyssa M. Noce, Laura Brereton, Mary Zorzanello, Abinet M. Aklilu, Elizabeth Anders, Melia Bernal, Anusha Sundararajan, Neera K. Dahl, Ravi Kodali, Dipal Patel

Bibliographic record

VenueKidney Medicine · 2023
Typearticle
Languageen
FieldMedicine
TopicCOVID-19 and healthcare impacts
Canadian institutionsUniversity of Toronto
FundersNational Center for Advancing Translational SciencesNational Institute of Diabetes and Digestive and Kidney Diseases
KeywordsPandemicThematic analysisMedicineFeelingDialysisFamily medicineHealth careLikert scaleDescriptive statisticsPsychologyQualitative researchNursingCoronavirus disease 2019 (COVID-19)DiseasePsychiatrySocial psychologyInternal medicine

Abstract

fetched live from OpenAlex

Rationale & Objective: The coronavirus disease 2019 (COVID-19) pandemic imposed several changes in the care of patients with kidney failure receiving dialysis. We explored patient care experiences during the pandemic. Study Design: The study team verbally administered surveys including Likert scale multiple-choice questions and open-ended questions and recorded responses. Setting & Participants: Surveys were administered to adults receiving dialysis through an academic nephrology practice after the first wave of the COVID-19 pandemic. Exposure: Outpatient dialysis treatment during the COVID-19 pandemic. Outcomes: Perceptions of care and changes in health. Analytical Approach: Multiple-choice responses were quantified using descriptive statistics. Thematic analysis was used to code open-ended responses and derive themes surrounding patient experiences. Results: A total of 172 patients receiving dialysis were surveyed. Most patients reported feeling "very connected" to the care teams. Seventeen percent of participants reported transportation issues, 6% reported difficulty obtaining medications, and 9% reported difficulty getting groceries. Four themes emerged as influencing patient experiences during the pandemic: 1) the COVID-19 pandemic did not significantly affect participants' experience of dialysis care; 2) the COVID-19 pandemic significantly impacted other aspects of participants' lives, which in turn were felt to affect mental and physical health; 3) regarding dialysis care experience more generally, participants valued consistency, dependability, and personal connection to staff; and 4) the COVID-19 pandemic highlighted the importance of external social support. Limitations: Surveys were administered early in the COVID-19 pandemic, and patient perspectives have not been reassessed. Further qualitative analysis using semi-structured interviews was not performed. Survey distribution in additional practice settings, using validated questionnaires, would increase generalizability of the study. The study was not powered for statistical analysis. Conclusions: Early in the COVID-19 pandemic, perceptions of dialysis care were unchanged for most patients. Other aspects of participants' lives were impacted, which affected their health. Subpopulations of patients receiving dialysis may be more vulnerable during the pandemic: those with histories of mental health conditions, non-White patients, and patients treated by in-center hemodialysis. Plain-language summary: Patients with kidney failure continue to receive life-sustaining dialysis treatments during the coronavirus disease 2019 (COVID-19) pandemic. We sought to understand perceived changes in care and mental health during this challenging time. We administered surveys to patients receiving dialysis after the initial wave of COVID-19, asking questions on topics including access to care, ability to reach care teams, and depression. Most participants did not feel that their dialysis care experiences had changed, but some reported difficulties in other aspects of living such as nutrition and social interactions. Participants highlighted the importance of consistent dialysis care teams and the availability of external support. We found that patients who are treated with in-center hemodialysis, are non-White, or have mental health conditions may have been more vulnerable during the pandemic.

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)0.005
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.029

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0020.003
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.205
GPT teacher head0.451
Teacher spread0.246 · 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 designObservational
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

Citations11
Published2023
Admission routes1
Has abstractyes

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