A Population-Based Study on Advance Directive Completion and Completion Intention among citizens of the Western Canadian province of Alberta
Bibliographic record
Abstract
Determining what proportion of the public has completed an advance directive and which population subgroups complete or do not complete such a directive is crucially important for planning purposes. Our research objective was to examine and compare advance directive completion, intention to complete, and noncompletion rates among citizens of one Canadian province. A telephone survey was conducted with 1,203 Albertans who met gender, age, and other requirements for a representative sample. When asked, "Do you have a living will or personal directive?" 43.6 percent reported having completed a directive and 42.1 percent indicated that they planned or intended to complete one. Completion rates increased with age. Widowed, self-employed, and retired people, and those who had lost a family member or friend and had other select end-of-life experiences and viewpoints were significantly more likely to have completed one. Although older people more often had an advance directive, personal life-and-death experiences should be recognized as major influences on directive completion.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".