Reducing the potential for suffering in older adults with advanced cancer
Bibliographic record
Abstract
OBJECTIVE: To deliver quality care at the end of life, understanding the impact of various changes and life transitions that occur in older age is essential. This review seeks to uncover potential sources of distress in an elder's physical, psychological, social, and spiritual well-being to shed light on the unique challenges and needs facing this age group. METHODS: Papers relating to older adults (aged 65 years and older or a mean age of 65 years and older) with advanced/terminal cancer receiving palliative, hospice, or end-of-life care published after 1998 were reviewed. RESULTS: Older adults with advanced cancer have unique needs related to changes in their physical, psychological, social, and spiritual well-being. Changes in each of these domains offer not only the risk of causing distress but also the potential for growth and development during the final stages of advanced cancer. SIGNIFICANCE OF RESULTS: Being aware of the various changes that occur with aging will help health care professionals tailor interventions to promote dignity-conserving care and greatly reduce the potential for suffering at the end of life.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".