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Record W3187541159 · doi:10.1177/20543581211037426

Nephrologists’ Attitudes Regarding Psychosocial Care in Hemodialysis Units

2021· article· en· W3187541159 on OpenAlexaffabout
Aidan Lehecka, David C. Mendelssohn, Gavril Hercz

Bibliographic record

VenueCanadian Journal of Kidney Health and Disease · 2021
Typearticle
Languageen
FieldMedicine
TopicDialysis and Renal Disease Management
Canadian institutionsHumber River Regional Hospital
Fundersnot available
KeywordsPsychosocialMedicineFamily medicineHemodialysisNephrologyHealth careInternal medicinePsychiatry

Abstract

fetched live from OpenAlex

BACKGROUND: There is a high prevalence of psychosocial issues affecting patients with kidney failure. OBJECTIVE: We sought to examine Canadian nephrologists' attitudes and opinions regarding the importance of renal patient psychosocial care, nephrologists' roles, and experience with psychosocial care in addition to what barriers, if any, prevent these physicians from providing psychosocial care to their patients. DESIGN: A self-administered, survey questionnaire. SETTING: Online. SAMPLE: Canadian Society of Nephrology members who predominantly work in clinical care with adult, in-center hemodialysis patients. MEASUREMENTS: Measurements of the survey include demographics, training, and nephrologists' opinions regarding their role in administering psychosocial care, potential administrative and patient time constraints, accessibility of other health care workers for this activity, and factors that influence or impede physicians' ability to address their patients' psychosocial needs. METHODS: A self-administered survey was sent to almost 500 members of the Canadian Society of Nephrology between November 2018 and December 2018. The survey questionnaire was designed to gather opinions and attitudes on psychosocial care delivery as well as potential influencing factors on nephrologists' ability to provide this care. A univariate statistical analysis was used to analyze survey responses. RESULTS: A total of 30 nephrologists responded to the survey, generating a 6% response rate. Respondents varied across provinces, with the majority being staff nephrologists (80%). While over 94% of respondents either agreed or strongly agreed that focus on psychosocial care improves patient outcomes, only 43% felt that staff nephrologists were suited to provide this care to patients; 97% of respondents believed social workers to be the most suited to provide this. Lack of additional supporting health care members, the need for additional training, too many administrative duties, and empathy fatigue were some of the predominant barriers respondents felt prevented them from addressing the psychosocial care of their patients. LIMITATIONS: A low response rate for the survey was obtained, roughly 6%, limiting our ability to draw definitive conclusions. Survey answers by respondents may be different from those by nonrespondents. Answers may be subject to social desirability and/or selection bias. CONCLUSION: Nephrologists believe that the current psychosocial care of patients in hemodialysis units is inadequate. However, further research is necessary to elucidate the barriers nephrologists face in providing psychosocial care and the changes required to most effectively implement optimal psychosocial care for patients with kidney failure in hemodialysis units.

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)0.004
metaresearch head score (Gemma)0.015
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 score0.297
Threshold uncertainty score0.591

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.002
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.022
GPT teacher head0.295
Teacher spread0.273 · 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

Citations8
Published2021
Admission routes2
Has abstractyes

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Same venueCanadian Journal of Kidney Health and DiseaseSame topicDialysis and Renal Disease ManagementFrench-language works237,207