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Record W2954239550 · doi:10.1089/jpm.2019.0135

Improving End-of-Life Care in the Intensive Care Unit: Clinicians' Experiences with the 3 Wishes Project

2019· article· en· W2954239550 on OpenAlexaff
Thanh H. Neville, Neha Agarwal, Marilyn Swinton, Peter Phung, Xueqing Xu, Yu-Han Kao, Jiyeon Seo, Maria Carmela Granone, Kristen Hjelmhaug, Jessica Hainje, Carol Pavlish, France Clarke

Bibliographic record

VenueJournal of Palliative Medicine · 2019
Typearticle
Languageen
FieldMedicine
TopicPalliative Care and End-of-Life Issues
Canadian institutionsSt. Joseph’s Healthcare HamiltonMcMaster UniversityImpact
Fundersnot available
KeywordsMedicineFocus groupEnd-of-life careIntensive care unitIntervention (counseling)Palliative careAdvance care planningNursingIntensive careFamily medicineQualitative researchMEDLINEPsychiatryIntensive care medicine

Abstract

fetched live from OpenAlex

Abstract Background: End-of-life (EOL) care is an important aspect of practice in the intensive care unit (ICU), where approximately one of every five patients may die. Objective: The objective of this study was to describe clinicians' experiences with the 3 Wishes Project (3WP) and understand the influence of the project on care in the ICU. Design: The 3WP is a palliative care intervention in which clinicians elicit and implement final wishes for patients dying in the ICU; it had been implemented for seven months at the time of this study. This mixed-methods study includes quantitative data from clinician surveys and qualitative data from clinician focus groups. Setting: A 24-bed medical ICU in a tertiary academic center. Subjects: Perspectives of 97 clinicians working in the ICU during the study period were obtained by self-administered surveys. Five focus groups with 25 nurses and 5 physicians were held, digitally recorded, transcribed, and analyzed. Measurements and Results: During the 7-month period, 67 decedents and their families participated in the 3WP. The overarching concept identified through analysis of the survey and focus group data is that the 3WP improves EOL care in the ICU, which was supported by three main themes: (1) The 3WP facilitates meaningful EOL care; (2) The 3WP has a positive impact on nurses and physicians; and (3) clinicians observe a positive influence of the 3WP on families. Conclusions: This patient-centered and family-partnered intervention facilitates meaningful EOL care, favorably impacting the ICU team and positively influencing family members.

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)0.002
Version: codex-gemma-dda1882f352aValidation 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 score0.379
Threshold uncertainty score0.418

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
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 head0.124
GPT teacher head0.432
Teacher spread0.307 · 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 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

Citations31
Published2019
Admission routes1
Has abstractyes

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